{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "numeric-professor",
   "metadata": {},
   "source": [
    "## 基础知识"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "complex-cloud",
   "metadata": {},
   "source": [
    "### 图形绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "secondary-velvet",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fossil-mentor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1.5, 1.5)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1、图形绘制\n",
    "x = np.linspace(0,2*np.pi) # x轴\n",
    "# y轴 \n",
    "y = np.sin(x) # 正弦\n",
    "# 绘制线形图\n",
    "# 调整尺⼨\n",
    "plt.figure(figsize=(9,6))\n",
    "plt.plot(x,y)\n",
    "# 继续调⽤plot绘制多条线形图\n",
    "\n",
    "# 2、设置⽹格线\n",
    "plt.grid(linestyle = '--',# 网格线样式\n",
    " color = 'green',# 颜⾊\n",
    " alpha = 0.75) # 透明度\n",
    "\n",
    "# 3、设置坐标轴范围\n",
    "plt.axis([-1,10,-1.5,1.5])\n",
    "plt.xlim([-1,10])\n",
    "plt.ylim([-1.5,1.5])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "indian-short",
   "metadata": {},
   "source": [
    "### 坐标轴刻度、标签、标题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "oriental-ordinance",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-26-9f653f0649e7>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-26-9f653f0649e7>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    $\\frac{\\pi}{2}$\u001b[0m\n\u001b[1;37m    ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "$\\frac{\\pi}{2}$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "electrical-teens",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Adobe Arabic',\n",
       " 'Adobe Arabic',\n",
       " 'Adobe Arabic',\n",
       " 'Adobe Arabic',\n",
       " 'Adobe Caslon Pro',\n",
       " 'Adobe Caslon Pro',\n",
       " 'Adobe Caslon Pro',\n",
       " 'Adobe Caslon Pro',\n",
       " 'Adobe Caslon Pro',\n",
       " 'Adobe Caslon Pro',\n",
       " 'Adobe Devanagari',\n",
       " 'Adobe Devanagari',\n",
       " 'Adobe Devanagari',\n",
       " 'Adobe Devanagari',\n",
       " 'Adobe Fan Heiti Std',\n",
       " 'Adobe Fangsong Std',\n",
       " 'Adobe Garamond Pro',\n",
       " 'Adobe Garamond Pro',\n",
       " 'Adobe Garamond Pro',\n",
       " 'Adobe Garamond Pro',\n",
       " 'Adobe Gothic Std',\n",
       " 'Adobe Hebrew',\n",
       " 'Adobe Hebrew',\n",
       " 'Adobe Hebrew',\n",
       " 'Adobe Hebrew',\n",
       " 'Adobe Heiti Std',\n",
       " 'Adobe Kaiti Std',\n",
       " 'Adobe Ming Std',\n",
       " 'Adobe Myungjo Std',\n",
       " 'Adobe Naskh',\n",
       " 'Adobe Song Std',\n",
       " 'Agency FB',\n",
       " 'Agency FB',\n",
       " 'Algerian',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'Arial Unicode MS',\n",
       " 'Bahnschrift',\n",
       " 'Baskerville Old Face',\n",
       " 'Bauhaus 93',\n",
       " 'Bell MT',\n",
       " 'Bell MT',\n",
       " 'Bell MT',\n",
       " 'Berlin Sans FB',\n",
       " 'Berlin Sans FB',\n",
       " 'Berlin Sans FB Demi',\n",
       " 'Bernard MT Condensed',\n",
       " 'Birch Std',\n",
       " 'Blackadder ITC',\n",
       " 'Blackoak Std',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Bodoni MT',\n",
       " 'Book Antiqua',\n",
       " 'Book Antiqua',\n",
       " 'Book Antiqua',\n",
       " 'Book Antiqua',\n",
       " 'Bookman Old Style',\n",
       " 'Bookman Old Style',\n",
       " 'Bookman Old Style',\n",
       " 'Bookman Old Style',\n",
       " 'Bookshelf Symbol 7',\n",
       " 'Bradley Hand ITC',\n",
       " 'Britannic Bold',\n",
       " 'Broadway',\n",
       " 'Brush Script MT',\n",
       " 'Brush Script Std',\n",
       " 'Buxton Sketch',\n",
       " 'Calibri',\n",
       " 'Calibri',\n",
       " 'Calibri',\n",
       " 'Calibri',\n",
       " 'Calibri',\n",
       " 'Calibri',\n",
       " 'Californian FB',\n",
       " 'Californian FB',\n",
       " 'Californian FB',\n",
       " 'Calisto MT',\n",
       " 'Calisto MT',\n",
       " 'Calisto MT',\n",
       " 'Calisto MT',\n",
       " 'Cambria',\n",
       " 'Cambria',\n",
       " 'Cambria',\n",
       " 'Cambria',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Candara',\n",
       " 'Castellar',\n",
       " 'Centaur',\n",
       " 'Century',\n",
       " 'Century Gothic',\n",
       " 'Century Gothic',\n",
       " 'Century Gothic',\n",
       " 'Century Gothic',\n",
       " 'Century Schoolbook',\n",
       " 'Century Schoolbook',\n",
       " 'Century Schoolbook',\n",
       " 'Century Schoolbook',\n",
       " 'Chaparral Pro',\n",
       " 'Chaparral Pro',\n",
       " 'Chaparral Pro',\n",
       " 'Chaparral Pro',\n",
       " 'Chaparral Pro',\n",
       " 'Charlemagne Std',\n",
       " 'Chiller',\n",
       " 'Colonna MT',\n",
       " 'Comic Sans MS',\n",
       " 'Comic Sans MS',\n",
       " 'Comic Sans MS',\n",
       " 'Comic Sans MS',\n",
       " 'Consolas',\n",
       " 'Consolas',\n",
       " 'Consolas',\n",
       " 'Consolas',\n",
       " 'Constantia',\n",
       " 'Constantia',\n",
       " 'Constantia',\n",
       " 'Constantia',\n",
       " 'Cooper Black',\n",
       " 'Cooper Std',\n",
       " 'Cooper Std',\n",
       " 'Copperplate Gothic Bold',\n",
       " 'Copperplate Gothic Light',\n",
       " 'Corbel',\n",
       " 'Corbel',\n",
       " 'Corbel',\n",
       " 'Corbel',\n",
       " 'Corbel',\n",
       " 'Corbel',\n",
       " 'Courier New',\n",
       " 'Courier New',\n",
       " 'Courier New',\n",
       " 'Courier New',\n",
       " 'Curlz MT',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans Display',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif Display',\n",
       " 'DengXian',\n",
       " 'DengXian',\n",
       " 'DengXian',\n",
       " 'Dubai',\n",
       " 'Dubai',\n",
       " 'Dubai',\n",
       " 'Dubai',\n",
       " 'ESRI AMFM Electric',\n",
       " 'ESRI AMFM Gas',\n",
       " 'ESRI AMFM Sewer',\n",
       " 'ESRI AMFM Water',\n",
       " 'ESRI ArcPad',\n",
       " 'ESRI Arrowhead',\n",
       " 'ESRI Business',\n",
       " 'ESRI Cartography',\n",
       " 'ESRI Caves 1',\n",
       " 'ESRI Caves 2',\n",
       " 'ESRI Caves 3',\n",
       " 'ESRI Climate & Precipitation',\n",
       " 'ESRI Commodities',\n",
       " 'ESRI Conservation',\n",
       " 'ESRI Crime Analysis',\n",
       " 'ESRI Default Marker',\n",
       " 'ESRI Dimensioning',\n",
       " 'ESRI ERS Infrastructures S1',\n",
       " 'ESRI ERS Operations S1',\n",
       " 'ESRI Elements',\n",
       " 'ESRI Enviro Hazard Analysis',\n",
       " 'ESRI Enviro Hazard Incident',\n",
       " 'ESRI Enviro Hazard Sites',\n",
       " 'ESRI Environmental & Icons',\n",
       " 'ESRI Fire Incident NFPA',\n",
       " 'ESRI Geology',\n",
       " 'ESRI Geology AGSO 1',\n",
       " 'ESRI Geology USGS 95-525',\n",
       " 'ESRI Geometric Symbols',\n",
       " 'ESRI Hazardous Materials',\n",
       " 'ESRI Hydrants',\n",
       " 'ESRI IGL Font16',\n",
       " 'ESRI IGL Font20',\n",
       " 'ESRI IGL Font21',\n",
       " 'ESRI IGL Font22',\n",
       " 'ESRI IGL Font23',\n",
       " 'ESRI IGL Font24',\n",
       " 'ESRI IGL Font25',\n",
       " 'ESRI Meteorological 01',\n",
       " 'ESRI Mil2525C Modifiers',\n",
       " 'ESRI MilMod 01',\n",
       " 'ESRI MilMod 02',\n",
       " 'ESRI MilRed 01',\n",
       " 'ESRI MilSym 01',\n",
       " 'ESRI MilSym 02',\n",
       " 'ESRI MilSym 03',\n",
       " 'ESRI MilSym 04',\n",
       " 'ESRI MilSym 05',\n",
       " 'ESRI NIMA City Graphic LN',\n",
       " 'ESRI NIMA City Graphic PT',\n",
       " 'ESRI NIMA DNC LN',\n",
       " 'ESRI NIMA DNC PT',\n",
       " 'ESRI NIMA VMAP1&2 LN',\n",
       " 'ESRI NIMA VMAP1&2 PT',\n",
       " 'ESRI North',\n",
       " 'ESRI Oil, Gas, & Water',\n",
       " 'ESRI Ordnance Survey',\n",
       " 'ESRI Pipeline US 1',\n",
       " 'ESRI Public1',\n",
       " 'ESRI SDS 1.95 1',\n",
       " 'ESRI SDS 1.95 2',\n",
       " 'ESRI SDS 2.00 1',\n",
       " 'ESRI SDS 2.00 2',\n",
       " 'ESRI Shields',\n",
       " 'ESRI Surveyor',\n",
       " 'ESRI Telecom',\n",
       " 'ESRI Transportation & Civic',\n",
       " 'ESRI US Forestry 1',\n",
       " 'ESRI US Forestry 2',\n",
       " 'ESRI US MUTCD 1',\n",
       " 'ESRI US MUTCD 2',\n",
       " 'ESRI US MUTCD 3',\n",
       " 'ESRI Weather',\n",
       " 'Ebrima',\n",
       " 'Ebrima',\n",
       " 'Edwardian Script ITC',\n",
       " 'Elephant',\n",
       " 'Elephant',\n",
       " 'Engravers MT',\n",
       " 'Eras Bold ITC',\n",
       " 'Eras Demi ITC',\n",
       " 'Eras Light ITC',\n",
       " 'Eras Medium ITC',\n",
       " 'FZCuHeiSongS-B-GB',\n",
       " 'FZShuTi',\n",
       " 'FZYaoTi',\n",
       " 'FangSong',\n",
       " 'Felix Titling',\n",
       " 'Footlight MT Light',\n",
       " 'Forte',\n",
       " 'Franklin Gothic Book',\n",
       " 'Franklin Gothic Book',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Franklin Gothic Demi',\n",
       " 'Franklin Gothic Demi Cond',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Franklin Gothic Heavy',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Franklin Gothic Medium',\n",
       " 'Franklin Gothic Medium Cond',\n",
       " 'Freestyle Script',\n",
       " 'French Script MT',\n",
       " 'Gabriola',\n",
       " 'Gadugi',\n",
       " 'Gadugi',\n",
       " 'Garamond',\n",
       " 'Garamond',\n",
       " 'Garamond',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Giddyup Std',\n",
       " 'Gigi',\n",
       " 'Gill Sans MT',\n",
       " 'Gill Sans MT',\n",
       " 'Gill Sans MT',\n",
       " 'Gill Sans MT',\n",
       " 'Gill Sans MT Condensed',\n",
       " 'Gill Sans MT Ext Condensed Bold',\n",
       " 'Gill Sans Ultra Bold',\n",
       " 'Gill Sans Ultra Bold Condensed',\n",
       " 'Gloucester MT Extra Condensed',\n",
       " 'Goudy Old Style',\n",
       " 'Goudy Old Style',\n",
       " 'Goudy Old Style',\n",
       " 'Goudy Stout',\n",
       " 'Haettenschweiler',\n",
       " 'Harlow Solid Italic',\n",
       " 'Harrington',\n",
       " 'High Tower Text',\n",
       " 'High Tower Text',\n",
       " 'Hobo Std',\n",
       " 'HoloLens MDL2 Assets',\n",
       " 'Impact',\n",
       " 'Imprint MT Shadow',\n",
       " 'Informal Roman',\n",
       " 'Ink Free',\n",
       " 'Javanese Text',\n",
       " 'Jokerman',\n",
       " 'Juice ITC',\n",
       " 'KaiTi',\n",
       " 'Kozuka Gothic Pr6N',\n",
       " 'Kozuka Gothic Pr6N',\n",
       " 'Kozuka Gothic Pr6N',\n",
       " 'Kozuka Gothic Pr6N',\n",
       " 'Kozuka Gothic Pr6N',\n",
       " 'Kozuka Gothic Pr6N',\n",
       " 'Kozuka Gothic Pro',\n",
       " 'Kozuka Gothic Pro',\n",
       " 'Kozuka Gothic Pro',\n",
       " 'Kozuka Gothic Pro',\n",
       " 'Kozuka Gothic Pro',\n",
       " 'Kozuka Gothic Pro',\n",
       " 'Kozuka Mincho Pr6N',\n",
       " 'Kozuka Mincho Pr6N',\n",
       " 'Kozuka Mincho Pr6N',\n",
       " 'Kozuka Mincho Pr6N',\n",
       " 'Kozuka Mincho Pr6N',\n",
       " 'Kozuka Mincho Pr6N',\n",
       " 'Kozuka Mincho Pro',\n",
       " 'Kozuka Mincho Pro',\n",
       " 'Kozuka Mincho Pro',\n",
       " 'Kozuka Mincho Pro',\n",
       " 'Kozuka Mincho Pro',\n",
       " 'Kozuka Mincho Pro',\n",
       " 'Kristen ITC',\n",
       " 'Kunstler Script',\n",
       " 'Leelawadee',\n",
       " 'Leelawadee',\n",
       " 'Leelawadee UI',\n",
       " 'Leelawadee UI',\n",
       " 'Leelawadee UI',\n",
       " 'Letter Gothic Std',\n",
       " 'Letter Gothic Std',\n",
       " 'Letter Gothic Std',\n",
       " 'Letter Gothic Std',\n",
       " 'LiSu',\n",
       " 'Lithos Pro',\n",
       " 'Lithos Pro',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Bright',\n",
       " 'Lucida Calligraphy',\n",
       " 'Lucida Console',\n",
       " 'Lucida Fax',\n",
       " 'Lucida Fax',\n",
       " 'Lucida Fax',\n",
       " 'Lucida Fax',\n",
       " 'Lucida Handwriting',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Sans',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Lucida Sans Typewriter',\n",
       " 'Lucida Sans Unicode',\n",
       " 'MS Gothic',\n",
       " 'MS Outlook',\n",
       " 'MS Reference Sans Serif',\n",
       " 'MS Reference Specialty',\n",
       " 'MT Extra',\n",
       " 'MV Boli',\n",
       " 'Magneto',\n",
       " 'Maiandra GD',\n",
       " 'Malgun Gothic',\n",
       " 'Malgun Gothic',\n",
       " 'Malgun Gothic',\n",
       " 'Marlett',\n",
       " 'Matura MT Script Capitals',\n",
       " 'Mesquite Std',\n",
       " 'Microsoft Himalaya',\n",
       " 'Microsoft JhengHei',\n",
       " 'Microsoft JhengHei',\n",
       " 'Microsoft JhengHei',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Microsoft New Tai Lue',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Microsoft PhagsPa',\n",
       " 'Microsoft Sans Serif',\n",
       " 'Microsoft Tai Le',\n",
       " 'Microsoft Tai Le',\n",
       " 'Microsoft Uighur',\n",
       " 'Microsoft Uighur',\n",
       " 'Microsoft YaHei',\n",
       " 'Microsoft YaHei',\n",
       " 'Microsoft YaHei',\n",
       " 'Microsoft Yi Baiti',\n",
       " 'MingLiU-ExtB',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Minion Pro',\n",
       " 'Mistral',\n",
       " 'Modern No. 20',\n",
       " 'Mongolian Baiti',\n",
       " 'Monotype Corsiva',\n",
       " 'Myanmar Text',\n",
       " 'Myanmar Text',\n",
       " 'Myriad Arabic',\n",
       " 'Myriad Arabic',\n",
       " 'Myriad Arabic',\n",
       " 'Myriad Arabic',\n",
       " 'Myriad Hebrew',\n",
       " 'Myriad Hebrew',\n",
       " 'Myriad Hebrew',\n",
       " 'Myriad Hebrew',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Myriad Pro',\n",
       " 'Niagara Engraved',\n",
       " 'Niagara Solid',\n",
       " 'Nirmala UI',\n",
       " 'Nirmala UI',\n",
       " 'Nirmala UI',\n",
       " 'Nueva Std',\n",
       " 'Nueva Std',\n",
       " 'Nueva Std',\n",
       " 'Nueva Std',\n",
       " 'Nueva Std',\n",
       " 'Nueva Std',\n",
       " 'NumberOnly',\n",
       " 'OCR A Extended',\n",
       " 'OCR A Std',\n",
       " 'Old English Text MT',\n",
       " 'Onyx',\n",
       " 'Orator Std',\n",
       " 'Orator Std',\n",
       " 'Palace Script MT',\n",
       " 'Palatino Linotype',\n",
       " 'Palatino Linotype',\n",
       " 'Palatino Linotype',\n",
       " 'Palatino Linotype',\n",
       " 'Papyrus',\n",
       " 'Parchment',\n",
       " 'Perpetua',\n",
       " 'Perpetua',\n",
       " 'Perpetua',\n",
       " 'Perpetua',\n",
       " 'Perpetua Titling MT',\n",
       " 'Perpetua Titling MT',\n",
       " 'Playbill',\n",
       " 'Poor Richard',\n",
       " 'Poplar Std',\n",
       " 'Prestige Elite Std',\n",
       " 'Pristina',\n",
       " 'Rage Italic',\n",
       " 'Ravie',\n",
       " 'Rockwell',\n",
       " 'Rockwell',\n",
       " 'Rockwell',\n",
       " 'Rockwell',\n",
       " 'Rockwell Condensed',\n",
       " 'Rockwell Condensed',\n",
       " 'Rockwell Extra Bold',\n",
       " 'Rosewood Std',\n",
       " 'STCaiyun',\n",
       " 'STFangsong',\n",
       " 'STHupo',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeFiveSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STKaiti',\n",
       " 'STLiti',\n",
       " 'STSong',\n",
       " 'STXihei',\n",
       " 'STXingkai',\n",
       " 'STXinwei',\n",
       " 'STZhongsong',\n",
       " 'Script MT Bold',\n",
       " 'Segoe MDL2 Assets',\n",
       " 'Segoe Marker',\n",
       " 'Segoe Print',\n",
       " 'Segoe Print',\n",
       " 'Segoe Script',\n",
       " 'Segoe Script',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI',\n",
       " 'Segoe UI Emoji',\n",
       " 'Segoe UI Historic',\n",
       " 'Segoe UI Symbol',\n",
       " 'Showcard Gothic',\n",
       " 'SimHei',\n",
       " 'SimSun',\n",
       " 'SimSun-ExtB',\n",
       " 'Sitka Small',\n",
       " 'Sitka Small',\n",
       " 'Sitka Small',\n",
       " 'Sitka Small',\n",
       " 'SketchFlow Print',\n",
       " 'Snap ITC',\n",
       " 'Stencil',\n",
       " 'Stencil Std',\n",
       " 'Sylfaen',\n",
       " 'Symbol',\n",
       " 'Tahoma',\n",
       " 'Tahoma',\n",
       " 'TeamViewer15',\n",
       " 'Tekton Pro',\n",
       " 'Tekton Pro',\n",
       " 'Tekton Pro',\n",
       " 'Tekton Pro',\n",
       " 'Tempus Sans ITC',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Trajan Pro',\n",
       " 'Trajan Pro',\n",
       " 'Trebuchet MS',\n",
       " 'Trebuchet MS',\n",
       " 'Trebuchet MS',\n",
       " 'Trebuchet MS',\n",
       " 'Tw Cen MT',\n",
       " 'Tw Cen MT',\n",
       " 'Tw Cen MT',\n",
       " 'Tw Cen MT',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Tw Cen MT Condensed',\n",
       " 'Tw Cen MT Condensed Extra Bold',\n",
       " 'Verdana',\n",
       " 'Verdana',\n",
       " 'Verdana',\n",
       " 'Verdana',\n",
       " 'Viner Hand ITC',\n",
       " 'Vivaldi',\n",
       " 'Vladimir Script',\n",
       " 'Webdings',\n",
       " 'Wide Latin',\n",
       " 'Wingdings',\n",
       " 'Wingdings 2',\n",
       " 'Wingdings 3',\n",
       " 'YouYuan',\n",
       " 'Yu Gothic',\n",
       " 'Yu Gothic',\n",
       " 'Yu Gothic',\n",
       " 'Yu Gothic',\n",
       " 'cmb10',\n",
       " 'cmex10',\n",
       " 'cmmi10',\n",
       " 'cmr10',\n",
       " 'cmss10',\n",
       " 'cmsy10',\n",
       " 'cmtt10']"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#电脑上的字体有哪些\n",
    "from matplotlib.font_manager import FontManager\n",
    "fm = FontManager()\n",
    "ll = [font.name for font in fm.ttflist] #   -----查看我的电脑上有哪些字体\n",
    "ll.sort()\n",
    "ll"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "gentle-pixel",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '正弦波')"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(x,y)\n",
    "plt.yticks([-1,0,1],['min',0,'max'],#设置y轴刻度\n",
    "           fontsize=18 #字体大小\n",
    "          )\n",
    "plt.ylabel('y = sin(x)',#y轴标签\n",
    "           rotation=0,\n",
    "           fontsize=18.,\n",
    "          ha= 'right')\n",
    "plt.xticks([0,np.pi/2,np.pi,3*np.pi/2,2*np.pi],\n",
    "           [0,r'$\\frac{\\pi}{2}$',r'$\\pi$',r'$\\frac{3\\pi}{2}$',r'$2\\pi$'],\n",
    "           fontsize=18,#设置y轴刻度\n",
    "           color ='red' \n",
    "          )\n",
    "plt.title('正弦波',fontsize = 18,color = 'red',\n",
    "         family = 'KaiTi'#设置中文楷体字体，否则写中文会报错\n",
    "         )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "available-competition",
   "metadata": {},
   "source": [
    "### 图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "liberal-phase",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2762761e748>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,2*np.pi,step = np.pi/50)#100份数据\n",
    "plt.figure(figsize =(9,6))\n",
    "plt.plot(x,np.sin(x))\n",
    "plt.plot(x,np.cos(x))\n",
    "#这里的宽度高度都是相对的\n",
    "x = 0  #图片宽度\n",
    "y = 1.05  #\n",
    "width = 1\n",
    "height = 0.2\n",
    "plt.legend(['sin','cos'],fontsize = 18,loc='best',ncol =2,\n",
    "           bbox_to_anchor = (x,y,width,height)#指定图例相对位置\n",
    "          )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "western-buffer",
   "metadata": {},
   "source": [
    "### 脊柱移动"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "copyrighted-worker",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.axis.XTick at 0x27628fa3d68>,\n",
       "  <matplotlib.axis.XTick at 0x2762908cbe0>,\n",
       "  <matplotlib.axis.XTick at 0x27628f10278>,\n",
       "  <matplotlib.axis.XTick at 0x27628f109b0>,\n",
       "  <matplotlib.axis.XTick at 0x27628f10ef0>],\n",
       " <a list of 4 Text xticklabel objects>)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-np.pi,np.pi,100)\n",
    "plt.figure(figsize=(9,6))\n",
    "plt.plot(x,np.sin(x),x,np.cos(x))\n",
    "\n",
    "axes = plt.gca()  #get current axes 轴面，子视图------整个图的边框\n",
    "axes.spines['top'].set_color('white')#上边框消失\n",
    "axes.spines['right'].set_color('white')\n",
    "\n",
    "axes.spines['left'].set_position(('data',0))  #data表示数据，表示数值\n",
    "axes.spines['bottom'].set_position(('data',0))  #data表示数据，表示数值\n",
    "\n",
    "plt.yticks([-1,0,1])\n",
    "plt.xticks([-np.pi,-np.pi/2,0,np.pi/2,np.pi],\n",
    "           [r'$-\\pi$',r'$-\\frac{\\pi}{2}$',r'$\\frac{\\pi}{2}$',r'$\\pi$'],\n",
    "           fontsize=18,\n",
    "           color='red'\n",
    "          )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "manual-anger",
   "metadata": {},
   "source": [
    "### 图片保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "level-document",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2lQpNmfmoy92LeR9fRXO5K7sdaL4cgPJLoTDPq5G4aRb5ReOIi59XNNf8nAqN9YGorw2GdUFgR+YUCkvGYPSzKZqLXIeFChGtmU032nHg/Mfwn5lE55ZUVBUexGhYpNKxviBwYgz5NReQcq0J8wYfXNz7BNq37+RU5xXu9Otx9vNwDN0xID7RhN37RhEVbVY61hfMzqpRXRGM5suBUKsl8grHkVswDrVa6WTkLBYqRORyvrPT2Ff6KZKvt2AkNALnDj6DgZgEpWM9UOjIIA6d/QjRd3pxM3Erzh18GtMB3r3cwfycCmWloWhuCoDRz4Z9B0aQnDrj1jXc+JgWZaWh6OzwQ3iEGYePDSIikuNXPBkLFSJyHSmRdrURey6dgsa6gJr8fajP2Q272jNW8BJ2O3Y016Kk/HMIKVFZdBCNWUWA8L6tz27d9MGpjyMxZ1IjK2cShbtHodd7zt+Ezg4jzn4Wjvk5NfKLxpBfxO6Kp3pQoeIZryxE5Ba0FjMOnf0I2zta0BubiLOHjmMiOEzpWKsiVSpcySzAjc0pOHD+Y+y9dBqJtzpx+sgLmPM1Kh1vXdhsQMWlUNRVByEkdAHPvdjvkR2JrcmziI2fw4Uz4agqD0XXdT8cfWoQYeGe973Q/bGjQkSPJGz4Do6dfAeBk+OoKD6E+pwSz+9CSIn01nrsv3AScz6+OHX0RfTHJiqdak1NTGjw6Yko3BkwICNzEvsPjkCr87y/A3fr7DDi7OlwLCyocPjYIJJTZpWORKvAjgoROSWttQEHzn+MeYMP3nv+G+iPTVI6kmsIgdaMXAxGxuLJT97B8+/9L5SXPIaG7JINOdC267oRpz6OgBDAk8cHNtQf863Js4iKnsfHH0bhk4+icWdgHLv3ja7rdGpaGyxUiOi+VDYb9l/4GDta6nE7fjNOH3kBJqOf0rFcbiQ8Gr94+TU8duZD7Cn7DNEDPTh95PkNs7KtlEBDbRAung9FZJQZTz57B4GBjq0k6878/G148at9KD0bhvqaYAzd0ePY8Tvw9eXKtp6MtSYR3ZPWYsbTv/5P7GipR23uHnz47O9syCJlmUVvwMljX0bp3qPY0nUNz7/3v+BjmlE6ltNsNuDM6XBcPB+GrcmzePGrfRuySFmmVgMHD4/g8LFB9PcZ8POfxGNkeGMUnN6KhQoR/RbjzBRe+NW/IuH2DZw5dBwVJY+v38qyShICl7OK8fFTX0Ho6BBeevfHCBofUTqVw+bnVfjglzFoaQpEftEYnnr2DrRazx+P8ijSd0zjy6/0wWYXePfnsejvNSgdiRzkBa88RLQaIaND+PI7P0bQxBhOPPM1tGbkKB1p3d3Ykor3nv8GdBYzXnr3XxDdf1vpSKs2PaXGO/8Rh74eHxw+NoiSvWMbcdjNA0VGmfGVV3rh42PDe+/EoKuTKxJ7IhYqRPQb0f238dK7/wKV3YZfvfBN3ErapnQkxQxGxePdl/4LzHoDvvT+T7DpRrvSkR7Z5KQG7/48DjMzGjz/5T6k75hWOpJiAoOs+PIrvQgNs+DX70ej9Qr3e/I0LFSICAAQ03cLz374U5h8jXjny69iOCJa6UiKmwwKxTtf/i8YDY3Ak5+8jU03rikd6aHGx7R49z9jYTar8PxX+hCXoOw+Pe7A19eOF17uQ0LiHD77NBJ11UFKR6JVYKFCRIjpu4njH/0HZvwC8N7zv4fpAL6QL5v3MeL9L/0uhsOj8OQn72BzV5vSke5rdESLd38eC5tVhRdf7nO7vXqUpNNJHH+hH8kp07h0IQz1Nfw37ilYqBB5udjebhz/6Ge/KVJm/QKUjuR2LHoffPDc72IoIhrHTr6DLZ1XlY70W4aHdPjlz+MgBPDiV3sRHsHVWe+mVgNPPD2IbduncfF8GBrrApWORI+AhQqRF1suUqb9A/He878Hk5HX7+/Hojfgw2d/B4ORsXji03ex9Xqr0pF+Y2xUi/feiYFGY8eLL/chNGxB6UhuS6VaLFa2Js/gwtlwNDWyMHd3LFSIvFTknV48c+I/MRUQhPe/xCLlUVj0Bnx0/OsYjIzF0VO/RMKt60pHwvSUBu+/EwMB4Pmv9CM4hEXKw6jVwLFn7mDz1lmc+ywCzZdZrLgzFipEXihofATPnPgZ5nyMeP9L39jQC7m52nKxMhoaiSc/eQeRd3oVy2IyqfDeOzEwm1V47iUWKauhVi9uI5C0eRZnToej/Sp/B9wVCxUiL2OcmcJzH/wUgMAHz/0OOykOWCxWXoHJ14jjH/1MkUXhzGaBD34Zg6kpDY6/MOCRux8rTaMBnn7uDmLj53H6ZCR6bvsoHYnugYUKkRfRmefw7Ic/hWHehI+Ofx2TQaFKR/JYJqM/Pnz2dyCFwHMf/DuMM1Pr9txWq8CJ92IwMqTHU8/eQVw8pyA7SqOReOZLAwgMsuDX70dxuX03xEKFyEuorQt45sTPETw+io+fehlDkTFKR/J4k0Gh+PDZr8Mwv1gA6sxza/6cUgKfnYxAb48Pjjw5iM1bTGv+nBudwWDHcy8NQKOV+OCX0ZieUisdiVZgoULkDaTE4c8+QGz/LXx2+EvoSdiidKINYzgiBh8/9TKCx0fx1MdvQ2WzrenzVVcEo73NHyV7R5GS5vmbJrqLgAArnnuxHxazGh/+anHcD7kH/iSIvEB+TSmSr7egrORxdGzfoXScDacnYQvOPHYc8b3d2Fd6cs2ep/2qHyrLQpGWMYW8wvE1ex5vFR5hwVPPDWBsVIdffxCFNa456RGxUCHa4LZeb0VR1Tm0pWSiPme30nE2rGupu1CXU4KdzbXY2VTj8scf6NPj9MkIxMbN4dCRIa/bYHC9JCbN4bGjQ+i55YuL58OUjkMANEoHIKK1EzY8gMOfvY+BqDicPfQM+NdtbVUUP47Q0WHsKz2JsZAw9MZvdsnjTk5qcOL9aPj5W/H0cwPQ8JV7TaXvmMbIkB4NdUGIiDAjfaf3buroDthRIdqgfGdn8MyJn2Pe4IOPn3oZNo1W6UgbnlSpcOroCxgPDsWTn7yDwIlRpx9zYUHgxHvRsNkEnn1hAD6+dhckpYfZc2AECYkmnP0sAgN9eqXjeDUWKkQbkMpmxZOf/AKGeRN+/fTXuFbKOrLoDTjxzNcghcAzJ/4TOrPjU4elBM6cDsfIsA7HnhlESCgXdFsvKhVw7PgdGP2s+PWH0ZiZ5kwgpbBQIdqA9lw6jZiBHnx2+DkMR0QrHcfrTAWG4JMnv4ygiTE8duajxYrDAVcaA3CtNQBFu8eQtJnTkNebj48dx58fgMWswscfRsNqVTqRd2KhQrTBbOtowa6majRkFaFzW4bScbxWX9wmVBQfwrbOVmQ2Va/6/IE+PS6cDcemLbMoKOYMH6WEhVtw5MlBDPQbcOFsuNJxvJJLChUhxFEhRLsQolMI8cY97v+vQojLSx8tQgibECJk6b6bQojmpfvqXJGHyFsFjY/gsTMfoj86HuUlh5WO4/Xqc0rQtTkFey6dQtRAzyOfZzKp8PFHUfDzt+LoU4McA62wbdtnkVswjubLgdwTSAFOFypCCDWANwE8ASANwMtCiLSVx0gp/7uUcpeUcheA/xtAqZRybMUhB5buz3U2D5G30ixY8OQnb8Om1uDTJ16CXc1r6ooTKnz++HOY8QvAsZPvwjD38Ms3djtw8kQU5ubUePq5ARgMHDzrDor3jCI6dg6fn47A+BgHpq8nV3RU8gF0SilvSCktAN4GcPwBx78M4BcueF4iWuHA+U8QOjqMU0efx4x/oNJxaInZ4IOTx74Cn7kZHDn9HiAfXHhUlYeg55YvDj0+zI0G3YhaDTz5zCDUKolPPoqC1co213pxRaESC2BlT7N36bbfIoTwBXAUwHsrbpYAPhNC1AshXnVBHiKvk9bagLS2RtTk78PtxG1Kx6G7DEXG4OLeY0i6dR15tZfue1xvjwE1lcFIy5ji2h1uyD/AiiNPDWJ4SI/Sc1wMbr24olC5V1l5vyHuTwMov+uyT4mUMhuLl46+LYTYe88nEeJVIUSdEKJuZoT7WxAtCxofwf4Ln6AnbhOqC/YrHYfuo3lHLq5t34nCqvOIGrj9W/fPz6nw6a8jERi0gAOPDSuQkB7F5i0m5OSP40pjINrbOF5lPbiiUOkFEL/i6zgA/fc59iu467KPlLJ/6b9DAD7A4qWk3yKlfEtKmSulzPUL4z8OImBxvZSjp34Fq0aD00eeh1RxIp/bEgLnDzyFaf8AHD313hfWV5ES+PxUBEyzGjzx9CB0esemM9P6KNk7iuiYOZw5FYGJCS4TvNZc8apWC2CbEGKTEEKHxWLkxN0HCSECAewD8NGK24xCCP/lzwEcBtDigkxEXqGw6jwih/px9tBxzPoFKB2HHsKiN+D0kefhPz3xhc0Lm5sC0Nnhh5K9o4iKNiuYkB6FWg0cOz4IISROfxwJO8c7rymnCxUppRXA6wBOA2gD8K6UslUI8ZoQ4rUVhz4H4DMp5eyK2yIBlAkhmgDUAPhESnnK2UxE3iC2txu5dWVozshB19a0h59AbmEgJhG1efuQ1nYZ2zqaMTqiRenZMCQkmZCTP6F0PHpEAQFWHHh8GP19PqirDlY6zobmkp6VlPIkgJN33faju77+CYCf3HXbDQCZrshA5E3083M4cvo9TASF4OLeJ5SOQ6tUXbAPCbc7cfDcr/E/tQXQaiWOPMn1UjxNStoMbnROo7IsBImbTIiMYjdsLfCCNpGnkRIHz/0avqYZnDr6AqxandKJaJWkSo3TR16AXJD47tS/4sgTA/Dzsykdi1ZJCODQkWH4+tpw6teRWFhgpbkWWKgQeZjt7VeQfL0FVYUHMRR5z5UAyANcm43GX5h/F4WqNjw/dUbpOOQgg8GOw08OYmxMh7ILoUrH2ZBYqBB5EN/Zaey/cBL90fGoz9mtdBxykHVB4PTJSJz2KUbHpjQUVZ5D8BinJHuqxKQ5ZOVM4HJDEG7e8FU6zobDQoXIU0iJQ2dPQGNdwOePP8epyB6s/GIoxsd0ePzJYZQeegoLWi0e//wDCE4f8Vi7940iJNSMzz+NgNnM301X4v9NIg+Rcq0Jm7vbUVH8GCaCuSqmp+rtMaChLhCZWRNITJqDyeiHC/ufRPSdXmQ1Vigdjxyk0UoceXIIs7NqXDzHS0CuxEKFyAMYZ6awr/Qk+qMTcHlXodJxyEEWi8DpTyIRGGTF7v2jv7m9I3kHOrek8hKQh4uKNiMnfwItVwJxq9tH6TgbBgsVIncnJQ6eOwGN1YrPH3+Wl3w8WFlpKKYmNTh8bBA63YrVZ4XA+QNP8xLQBlC0ewzBIRacORUBi5mzgFyBr3hEbm7xkk8HL/l4uL5eA5oagpCVM4m4+Pnfup+XgDYGjUbi8BNDmJrSoOwiLwG5AgsVIjfmOzuDfaWf8pKPh7NagTOfRiAgYAHFe0fve9zKS0BB4yPrmJBcKSZuHlm5k2hqCELvbYPScTweCxUiN7b34qfQWC285OPhaipDMDamw6Ejw1+85HO3pY0LrRoNDp47sbhbIXmkkj2jCAxawGefRnAhOCfxlY/ITSXe7MD2jmbU5u3lJR8PNjKsQ21VMFLSppG02fTQ401Gf5TtPoz43ptIu9q4DglpLWh1Eo8/MYTJCR0qy0KUjuPRWKgQuSHNggUHz32M0ZBw1OfsUToOOchuB86cioBOb8e+Q48+m6c1PRt9MYnYXXYaPqaZNUxIayk+YQ4ZOyfRUBuE4SFudeEoFipEbqiw6hwCpidw7uAzsGlcsncoKeBKYyAG+g3Yf2gYvr6rmMkjVDh76BnoLBbsvcgN5T3Znv2jMPjYcPZ0BK/kOYiFCpGbCR/qR1ZjJZozctEfm6h0HHLQ9NKsj8RNs0hJW31XZDwkHLV5e5DSfgUJt66vQUJaDwYfO/YeGMVAvwFXLgcoHccjsVAhciPCbsOhsx9hzseIst2PKx2HnHDhbBikHTh0eBjCwbGUdbl7MRYchoPnPoZmweLagLRuUtOnEZ9oQnlpKGZn1ErH8TgsVIjcSGZTNSKHBnBh/zFY9FzZ0lN1d/mis8MPBcXjCAyyOvw4No0GZw89g8CpcRRUX3BdQFpXQiwWrFarCqXnODB+tVioELkJ48wUCh2DmiAAACAASURBVKvO42biNnRuTVc6DjnIuiBw/kw4QkIsyMkfd/rx+mOT0JKejazGCi6v78GCQxaQXzSG9jZ/7rC8SixUiNzE7rLPoLbZcGH/k3D4WgEprrY6GJMTWhw4PAy1i7r8FcWPY0Grx4HzH3NtFQ+WWzCO4BALzn4WDivXVnlkLFSI3EBsbzdS2q+gPmc3JoO45oKnGh/TorYqCClp00hInHPZ4875GlFR/Bjie7uR3NHissel9aXRAAcPD2NqUou6miCl43gMFipEClPZbDhw/mNMBgShNo9rpngqKYHzZ8KgVkvsOeD65e9bMnIwGBGDPZdOQWsxu/zxaX0kJM4hOWUaNVXBmJzk0gOPgoUKkcIym6oQOjaM0n3HYNNolY5DDrrebsStbiOK947Bz8/m8seXKhXOH3gKxtkZFFSfd/nj0/rZe2AEQgClZzmw9lGwUCFS0PIA2hubktG9OUXpOOSgBYtA6dlwhEeYkZk1uWbPMxgVh5aMbGQ1ViF0ZHDNnofWln+ADQXFY+i67seBtY+AhQqRgvZcOg2V3Y7SfceUjkJOqKkKxsyMBgcfH8Za7x1ZUfwYzHo99l/4hANrPVh27gSCgi04fyYMVsdnsHsFFipECont7cb2jmbU5e7GVCAH0HqqiQkN6msWB9DGxM2v+fPN+xhRUfw44vpuIrmjec2fj9aGRgMceGwEE+M6NNZxYO2DsFAhUoCw27Gv9CSm/INQl8sBtJ7s0vkwqFTAnv2uH0B7P63p2RgKj8buss+4Yq0HS9pswpZtM6iuCMH0FFesvR8WKkQKSG+tR/jIIC7tOcwBtB7s9k0fdHb4Ib9oHH7+rh9Aez9SpULpvifgPzOFnPqydXtecr19h0Zgl8ClCxxYez8sVIjWmc48h6LKs+iNTeQKtB7Mbl/czycwaAHZeRPr/vz9sUloT85ATn05/KfW//nJNQIDrcjNn0B7mz/6ew1Kx3FLLFSI1llB9QX4zM3h4t5jXIHWgzU1BmJ0RI99B0eg0SgzqLW85DCElCgp/1yR5yfXyCsYh9HPigvnwjg++h5cUqgIIY4KIdqFEJ1CiDfucf9+IcSkEOLy0sf3HvVcoo0keGwYmU3VaMnIxnBEtNJxyEEmkwqVl0KQkGTC5q2ziuWYDghCfc5ubO9oRkzfLcVykHO0Oond+0YxOGBAW6u/0nHcjtOFihBCDeBNAE8ASAPwshAi7R6HXpJS7lr6+OtVnku0Iey9eApWjRaVRYeUjkJOqCwLhcWiwv5Dw4o3xepyd2PaLwB7L54EpF3ZMOSw1PRpREXPo6w0FBYLO60ruaKjkg+gU0p5Q0ppAfA2gOPrcC6RR0nq7kDSreuoLtiPOV8/peOQg0ZHtGi+HIDMrEmEhi0oHQdWrQ7lJYcROTSAtKuXlY5DDhJicWDt7IwGddXBSsdxK64oVGIB9Kz4unfptrsVCSGahBCfCiGWRxA+6rlEHk1ls2HPpVMYDwpFU2aB0nHICZfOh0Gns6OwZEzpKL/Rvn0H+qPjUVxxhvsAebCY2HlsT51GXU0Qpqa4D9AyVxQq9+pR3T0cqAFAopQyE8D/B+DDVZy7eKAQrwoh6oQQdTMjMw6HJVJCRks9QsZHcGnPEdjVfAHyVLe6fdB9w4j8onH4+LrRZRYhcHHvURhNM5yu7OF27x8FAJRdCFU4iftwRaHSCyB+xddxAPpXHiClnJJSzix9fhKAVggR9ijnrniMt6SUuVLKXL8wts3Jc+jM8yioPofe2CR0b9qudBxykN0OXDwfhoDABezKcb/pwINR8WhP3oHshgr4Ta/dfkO0tgICVkxX7uN0ZcA1hUotgG1CiE1CCB2ArwA4sfIAIUSUEItDzoQQ+UvPO/oo5xJ5uty6S/CdM+HSnqOcjuzBWpsDMDKsx579I9C4aVOsovgxCGlHUeU5paOQE3ILxuFrtOLi+VBOV4YLChUppRXA6wBOA2gD8K6UslUI8ZoQ4rWlw14A0CKEaALwAwBfkYvuea6zmYjchf/UBLIaK9GWkomhyBil45CDLGaBikshiImdw7btyk1HfpipwGBc3lWI1LbLCBseUDoOOUinkyjePYaBPh90dhiVjqM4l6yjIqU8KaVMllJukVL+t6XbfiSl/NHS5z+UUqZLKTOllIVSyooHnUu0URRVngUATkf2cHXVwTDNarD34IjbN8Vq8/Zi3uCDPZdOc3dlD5a+cwohoWaUlYbCtn67M7glrkxLtEYiBvuReq0JjVlFmA7g7qieanpKjbraIGxPnUZ0jPvPqLHofVBdsB8JPTeQdPO60nHIQSoVsOfAKCbGdWi+HKh0HEWxUCFaC1Jiz6VTMPkYuTuyh6ssCwWkQMm+UaWjPLLmHbkYDwrF7rLTEHYvfzvuwTZtNiE+wYTK8hCYzd7759p7v3OiNbSpux1xfTdRVXgAFj1H7nuqkWEdrrb4IzN7AoGBVqXjPDK7WoPykscROjaM9NYGpeOQg4RY7KrMz6lRW+W9i8CxUCFyMWG3oaT8c4wFh6ElI0fpOOSEstJQ6HR25BeNKx1l1bq2pKIvJgGFVeehWbAoHYccFBllRkr6FBrqAjHtpYvAsVAhcrHUtiaEjg2jovgxSJVa6TjkoN4eA7q7jMgrHIePjxst7vaohEB5yWEYTTPIaqxUOg05oWTPGCCB8kshSkdRBAsVIhdSWxdQWHUOA1Fx6NqSqnQccpCUi0vl+/kvICvHcxdPG4hJQOeWVOTUl8Ew577TqunBAgKt2JUzibYWf4wM65SOs+5YqBC50K7LVfCfmUJ5yeNc3M2DXW834s6AAcW7x6DRevYU34rix6BdsCC/5qLSUcgJ+YXj0OvtKCv1vqX1WagQuYh+3oTcukvoTkpGX9wmpeOQg2w2oPxiKELDzEjNmFY6jtPGQ8JxNS0bO6/UIGDS88ba0CKDjx25hePo7jKir9e7BuizUCFykdy6S9CbzYvdFPJYLU0BmBjXYfe+Uag2yCtkVeEBSCFQWMWl9T1ZVs4kjH5WXLrgXUvrb5BfQyJl+U1PYtflarSlZmI0LFLpOOSgBYtAVUUIYuPnsGmLSek4LjPrF4DGrCKkXLvCpfU9mFYrUViyuLT+jU5fpeOsGxYqRC6w/E61qvCgwknIGY31QTDNarB73+iGG2JUl7sbZr0BJeWfKx2FnJCxcwrBIRaUXwyF3QMnozmChQqRk0JGh5DadhlXduZzqXwPNj+nQl11EDZvnUVM7LzScVzOovdBbd4eJN3qRGxvt9JxyEEqFVC8ZxSjI3q0tforHWddsFAhclJR5TksaHWozeNS+Z6stjoYZrMKJXs9Z6n81WrKLMC0XwCKK85ww0IPtm37LCKj51F5KQRW6wZr/d0DCxUiJ0Te6cPWrqtozCrGvA+3Y/dUM9NqXK4PREr6NMLCN+4qrjaNFjX5+xEz0INN3R1KxyEHCQHs3jeK6Wktmho2/oaFLFSInFBUeQYmH180ZBcrHYWcUF0RArtdoGj3mNJR1tzVtCxMBIagqPIMIL1kkMMGlJA4h4REE2qrgmExb+yuCgsVIgfF9dxA4u0u1OXuwYJOr3QcctDEuAYtVwKwI3MSQUGes/Ggo+xqNSqLDiJ8ZBDJHS1KxyEnlOwdxdycGo31G3tsHAsVIkdIieKKM5j2C8CVnflKpyEnVJaFQqWSyC/2nsXQOpIzMBIaiaLKc1DZbErHIQdFxZixZdsM6qqDMD+3cf+cb9zvjGgNbepuR/SdXlQX7IdNo1U6DjloeEiHa1f9kJU7CT8/L/qDLVSoKD6EoMkxpLY1Kp2GnFC8ZwwWiwp1NcFKR1kzLFSIVkvaUVxxFhOBIWhLzVI6DTmhsiwEer0duQXe001Z1r1pO/qj41FQfQFq64LScchBYeEWpKTNoLEuELMzG3O3dhYqRKu0vb0FYaODqCw6BLt6Y74weIM7A3p0XfdDTv4EDAYvHFQqBCqKH4P/zBR2XqlROg05oWj3GGw2gZqqjdlVYaFCtArCbkNh1TkMh0WiIzld6TjkhIqLofDxsSErZ0LpKIrpi9uEWwlbkFt3CVqLWek45KCg4AWk75zClcZATE1qlI7jcixUiFYhta0JQZNji0vlC/76eKreHgNu3fRFXuE4dHrvXvissuggfOdM2HW5Suko5ITC4nEIIVFVHqJ0FJfjKy3RI1LZrCiovoDBiBjc2JyidBxykJSL3RSjnxU7syaVjqO4wah43NiUjOyGCujMG2/rAG/hH2DFzqwpXG3xx/jYxhrgz0KF6BGltzYiYHoClUWHsOF2rPMit2/6oK/XB/lF49Bqvbubsqyq8BAM5jlkNVYoHYWckFc4DrVm43VVWKgQPQK1dQF5taXoj07ArcStSschB0kJVFwKhX/AAjJ2spuybDgiGte3piGrsRKGOZPScchBRqMNu7Ince2qH0aGdUrHcRkWKkSPYEdzHfxnplBZdJDdFA92o8sXdwYMKCweg2bjjTl0SlXhQegsFmQ3lCsdhZyQmz8OrW5jdVVYqBA9hGbBgty6S+iJ24Te+M1KxyEHSQlUXgpFULAFqRnTSsdxO2OhEehIzsCuy1XwMc0oHYcc5ONrR3bOBK63+2F4aGN0VVioED1EZlM1jKaZxW4Keazr7UYMD+lRWDIGLn9zb1WFB6C2WZFbd0npKOSE7PwJ6PU2VJZtjK6KSwoVIcRRIUS7EKJTCPHGPe7/mhDiytJHhRAic8V9N4UQzUKIy0KIOlfkIXIVrcWMnPpy3EzcioGYRKXjkIOkBKrKQxASYsH2VHYL7mciOAzXUnZh55VaGGemlI5DDjIY7MjOm0DXdT/cGfD8DVOdLlSEEGoAbwJ4AkAagJeFEGl3HdYNYJ+UcieAvwHw1l33H5BS7pJS5jqbh8iVdl2ugs+8CVWFh5SOQk7ouOaH0ZHFboqKfeQHqi7YDyHt7Kp4uKzcCRgMG6Or4opf2XwAnVLKG1JKC4C3ARxfeYCUskJKubyZRhWAOBc8L9Ga0pnnkd1QgRubtmMwKlbpOOQgu32xmxIaZsa2FHZTHmYqMBhX07KQ0VIHv2nOjPJUer1ETsE4bt4wor/PoHQcp7iiUIkF0LPi696l2+7nmwA+XfG1BPCZEKJeCPGqC/IQucSuy1UwmOdQVXhA6SjkhI5rfhgb1bGbsgq1efsgJJBXe1HpKOSErOxJ+PhaUXnJs7sqrvi1vddczXuuoiSEOIDFQuX/WnFziZQyG4uXjr4thNh7n3NfFULUCSHqZkb4rojWls48h+yGCnRtTsFwRIzScchBy92UsHAztm2fVTqOx5gOCMLVtCyktzbAf8p790LydFqdRF7BBG7f8kVfr+d2VVxRqPQCiF/xdRyA/rsPEkLsBPAvAI5LKUeXb5dS9i/9dwjAB1i8lPRbpJRvSSlzpZS5fmF+LohNdH9ZjZXQW+bZTfFw1676Y3xMh6LdY1z+ZpVq8xbfM7Kr4tl27pqEr6/Vo8equKJQqQWwTQixSQihA/AVACdWHiCESADwPoCvSyk7VtxuFEL4L38O4DCAFhdkInKYfn4OWY2V6NySipHwaKXjkIPsdqC6IhjhEWZs2cZuympNBwShNT0baVcb4T81/vATyC1pdRK5BRPoueWL3h7P7Ko4XahIKa0AXgdwGkAbgHellK1CiNeEEK8tHfY9AKEA/udd05AjAZQJIZoA1AD4REp5ytlMRM7IaqyA3mJGdQG7KZ6srdUfE+M6FO0eZTfFQbV5eyEFkF/Droon25k1CV+j1WNXq3XJItJSypMATt51249WfP77AH7/HufdAJB59+1EStHPL253f31rOkbCo5SOQw5a7qZERM5j81buXeOoGf9AtGTkYkdzLWrz9mIqMFjpSOQArVYir2AcpefC0dtjQFy8Z+2SzTHwRCtkN1RAZ7GgumC/0lHICW2t/pic0KGQY1OcVpe7B1KokF9TqnQUcsLOXVOLXRUPHKvCQoVoiWHOhMymalzflo7RsEil45CDvtBN2cJuirNm/QLQvCMXqW2XETgxpnQccpBmqavSc9sXvbc9a6wKCxWiJVmNi92Umvx9SkchJ7Cb4nr1ObthV6k4A8jDLXdVKstClY6yKixUiLA4NmWxm5LGbooHYzdlbcz6BaAlIwcp1y4jYJIzgDyVRiuRVziO3h4f9Nz2UTrOI2OhQoTldVPMqMnfr3QUcsJvuikl7Ka42uJYFcGuiofbmbk0VqXccwZGs1Ahr7dypg+7KZ6LM33W1mJXJRepbVxXxZMtj1Xp9aCxKixUyOstd1M408ezsZuy9upzdrOrsgH8ZgaQh6yrwkKFvJp+fg67LlehcwvHpngydlPWx4x/IFrTc5ZWq+UeQJ5Ko5XIzZ9YnAHkAavVslAhr7brMrspG8G1q8vdlHF2U9YYx6psDDuzFvcA8oSuCgsV8lo68xyyGquW9vThKrSeauWePpu3ck+ftTbjH4iradnsqng4rVYiJ39xDyB331mZhQp5razGKugt8+ymeLj2Nj9MjOtQUMyxKetleWfl3LpLCichZ2RmTcLHA7oqLFTIK+nM89h1uRJdm1O4Q7IHW+ymhCAs3IytyeymrJfFrkoW0lsb4Dc9qXQccpBWtzhW5fZNX/T3uW9XhYUKeaXMpmoYzOymeLrr1/wwPsZuihIWuyoSOfVlSkchJ2RmTcLHx+bW66qwUCGvo7WYkdVYgRubkjEcEaN0HHKQlEBVRTBCQs3Ytp3dlPU2HRCEttQsZLTUwzgzpXQccpBWJ5GTP45b3UYM9OuVjnNPLFTI62Q2VcNnfo6r0Hq46+1GjI3qUVjMmT5Kqc3bA5Xdzq6Kh8vMmoTBYEN1hXuOVWGhQl5luZtyM3ErBqPilI5DDpISqCoPQUiIBdtSZpSO47WmAkPQlpqJHc118J2dVjoOOUinl8jOm0B3lxGDd9yvq8JChbzKjuZa+M6ZODbFw3V2GDE6okd+8RhUfBVTVG3eXqjsNmQ3lCsdhZywK2cSer0N1RXuN1aFv+LkNTQLFuTUl+NWwhbciU5QOg45SMrFmT5BwRZsT2U3RWmTQaFo374TO6/UwsfEn4en0uvtyM6bQNd1PwwN6pSO8wUsVMhr7Giug+/cLMemeLgbnb4YHtKjoHic3RQ3UZO/D2qbFdkNFUpHISfsypmETud+Y1X4a05eQW1dQE59GXriNqE/NlHpOOSgxZk+IQgMWkBKGsdEuIuJ4DB0JO/Azis1MMxxBpanMhjsyMqdRGeHH0aG3aerwkKFvEJGSz2MphmOTfFwN2/4YuiOAfmFHJvibmry90G7sICsxkqlo5ATsnMnoNXZ3WqsCn/VacNTW63IqS9DX0wi+mKTlI5DDlqe6RMQsIDUDHZT3M14SDiub0tHZlM19PPcwdpTGXzs2JU9gY5rfhgd0SodBwALFfICaVcb4T8ztdhN4YIbHuv2TR/cGTAgr2gcarXSaeheavL3QW8xY9flKqWjkBNy8iag1UrUVLlHV4WFCm1oKpsVuXUX0R8dj574zUrHIQctj03x819AWgZXQXVXo2GR6NySiqzGKujM80rHIQf5+NqxM2sS7Vf9MT6mfFeFhQptaKltTQiYnkRN/j52UzxYb48P+nt9kFc4AY1G6TT0IDX5+6G3zCOziV0VT5aTPwG1WqKmUvmuCgsV2rCE3YbcuosYjIjBrcRtSschJ1SXB8PoZ0XGTnZT3N1wRDRubEpGVmMltBaz0nHIQUajDTt2TaGt1R+TE8q+O2ChQhvW9vZmBE2Oc2yKh+vrNaDnti9y88eh0Uil49AjqMnfD5/5Oey8UqN0FHJCbv44VCrlx6qwUKENSdjtyK8pxVB4FLo3bVc6DjmhujwEvr5W7NjFboqnGIyKw83ErchuKIdmwaJ0HHKQn78NGZlTuNocgKkp5boqLilUhBBHhRDtQohOIcQb97hfCCF+sHT/FSFE9qOeS+SI5I4WBE+MLq5Cy26Kxxro1+PWTV/k5C/OQiDPUZO/H75zJuxorlU6Cjkhr2ACAFBXFaRYBqcLFSGEGsCbAJ4AkAbgZSFE2l2HPQFg29LHqwD+eRXnEq2OtCOvthQjoRHo2pKidBpyQnVFCAw+NuzMmlQ6Cq3SQEwCbsdvRk59OdTWBaXjkIP8A6xI3zGFliuBmJlWZl0AV3RU8gF0SilvSCktAN4GcPyuY44D+KlcVAUgSAgR/YjnrhuzWQWzme++Pd3WzqsIHRtemunDq5ueavCOHt1dRuTkTUCnYzfFE9Xk74PRNIOMlnqlo5AT8grHYbcDddXKjFVxxat4LICeFV/3Lt32KMc8yrnrYn5ehX/9USLqa5SfikVOkItjU8aCw9C5NV3pNOSE6opg6PU2ZGZPKB2FHNQXtwm9sYnIqS+D2mpVOg45KDDIirSMaVxpCsDszPp3VVxRqNyrBXH325/7HfMo5y4+gBCvCiHqhBB1MyOu30rcYLAjPmEOjXWBmJ/nu3BPtflGO8JHBlGTvw+Sm8F4rOEhHbqu+yErdwJ6Pbspnqwmfz/8Z6aQdrVR6SjkhPyicRTtHoNWZ1/353bFK3kvgPgVX8cB6H/EYx7lXACAlPItKWWulDLXL8zP6dD3UlA8BotFjcv1gWvy+LTGpER+zQVMBIagIzlD6TTkhOqKYOh0izu5kmfrid+M/uh45NZdhMrGroqnCgpeQF6BMpdhXVGo1ALYJoTYJITQAfgKgBN3HXMCwO8szf4pBDAppRx4xHPXTUSkBZu3zqKhLohjVTxQ0s0ORA4NoDZvL6SKm8F4qtERLa63+2FXzgQMhvV/90YuJgRq8vchYHoSqW1NSqchD+R0oSKltAJ4HcBpAG0A3pVStgohXhNCvLZ02EkANwB0AvgxgD940LnOZnJGQfEYzPNqNDWyq+JRpER+TSkmA4JwLSVT6TTkhJrKEGi1Etm5HJuyUdxK3IbBiBjk1l2EsNuUjkMexiUruEgpT2KxGFl5249WfC4BfPtRz1VSVLQZSZtn0VATjKzsSWg528AjJNzuQvSdXpw9+DTs3FrXY42PadHe5ofsvAn4+LKbsmEIgeqC/Xjm1z/H9vZmXEvdpXQi8iAcbXgPBcXjmJtT48pldlU8gpQoqL6Aab8AtKVmKZ2GnFBTGQy1WiInn92UjaZ703YMh0Uhv6YUws4ilB4dC5V7iImdR0KiCXU1QbAucKyKu4vr7UbMwG3U5e6BjVvreqyJcQ3aWv2xc9cUjEZeHthwlsaqBE+MIrmjRek05EFYqNxHQckYTLMaNDcFKB2FHiK/5gJmjP5oTc9++MHktmqrgqFSSeQUjCsdhdZI59ZUjIRGIK+2FJDsqtCjYaFyH3Hx84iLn0NtdTCsVnZV3FVM303E995EfU4JbBqt0nHIQZOTGlxtCcCOzCn4+bGbsmEJFWry9yF0bBhbO68qnYY8BAuVBygoHsPsjAatV/yVjkL3kV9TCpOPES0ZuUpHISfUVQVDCCCX3ZQNr3NrOsaCw1BQza4KPRoWKg8QnziH6Ng51FQFg6s/u5+ogdtIvN2F+pwSWLU6peOQg6anNGi5EoD0HVPwD2A3ZaOTqsWuStjoILZ0XVM6DnkAFioPIARQVDKGmWktrrZwrIq7KaguhcnHF8078pSOQk6oq17cPj6vkN0Ub9GRnIHxoFDk15QCkktA0IOxUHmIhKQ5REXPo7YyGDa+2XMbkXf6kHTrOhqzirGg0ysdhxw0M6NGc1MA0jKmEBDItqW3kCo1avP2ImJ4AJu6O5SOQ26OhcpDCAEUloxhakqLtlaOVXEX+TUXMGfwQVNmgdJRyAn11cGw2wXyithN8Tbt23diIjAY+TUX2FWhB2Kh8giSNpsQETWPmsoQcJ0i5YUPDWBzdzsas4rYTfFgs7NqXLkcgNT0aQQFsZvibexqNepy9yJqsA+JtzqVjkNujIXKIxACKCwew+SEFteusquitPyaUph1BjRlFiodhZxQXxMEm00gn90Ur9WWmokp/0AUVJ9nV4Xui4XKI9q81YTwCDOqK4LZVVFQ2PAdbO26isu7CmHRG5SOQw4yzS5u/Lk9bRrBIQtKxyGF2NUa1OXuRfSdXiTc7lI6DrkpFiqPSIjFdVUmxnXouOandByvtdhN0aMxq0jpKOSE+trF7SkK2E3xelfTsjDtF4CC6gvsqtA9sVBZha3JswgNM6O6nGNVlBA6Mohtna24vKsQZoOP0nHIQXMmFZoaArE9dQYhoeymeDubZrGrEjNwG/E9N5SOQ26IhcoqLHZVxjE2psN1dlXWXX5NKSxaHbspHq6+NggLCwIFxWNKRyE30ZqehRmj/+IMIKK7sFBZpeSUGYSEmlFVEcwu5ToKGR3CtuutaMosgNngq3QcctD8nAqXG4KQnDKD0DB2U2iRTaNFXe4exPXdQmxvt9JxyM2wUFmlxXVVxjE2qudYlXWUX1OKBa0WDdnFSkchJzTUBmHBokJBMcem0Be1ZORgxui/OAOIaAUWKg7Ytn0GIaEWVLOrsi6Cx4aR3NGCKzvzMe9jVDoOOWh+XoXG+kBs2z6DsHCL0nHIzdg0WtTnlCC+9yZi+m4qHYfcCAsVB6hUizOARkf0uN7OP5xrLb+mFFaNBg3ZJUpHISc01gXBYlFzbArdV/OOPMz6+i3OACJawkLFQckpMwgJsaC6IoRdlTUUND6C5I5mNGXmY86XRaGnmp9XobEuEFuTZxAewW4K3dtyVyWh5wai+28pHYfcBAsVB6lUQH7xGEaG9ejs4B/QtZJfUwqbWoPGLHZTPFljXRDMZjUKS9hNoQdr3pEHk48RhVUcq0KLWKg4YXvqDILZVVkzQeMj2N5+BVd25sNk5MBlT8VuCq2GVatDXe5udlXoN1ioOEGlAvKLxjE8pEfXdXZVXG25m1Kfw26KJ2M3hVZruavCsSoEsFBxWkraNIJDLKgqshVltwAAIABJREFUZ1fFlVZ2U+Z82U3xVOymkCOWuyqJt7vYVSEWKs5angE0PMSxKq7EbsrG0FgXCLOZM31o9ThWhZaxUHGB5bEq7Kq4BrspG8NiNyUIW5NnEBHJbgqtzsqxKjF97Kp4MxYqLrDcVeEMINdgN2VjYDeFnPW/x6qwq+LNWKi4yHJXpbKMXRVnLHdTFtdNYTfFUy13U7ZsYzeFHMeuCgFOFipCiBAhxOdCiOtL/w2+xzHxQojzQog2IUSrEOL/XHHf/yOE6BNCXF76OOZMHiWpVEBhCVerddZyN4Wr0Hq2htrFmT5Fu9lNIeewq0LOdlTeAHBWSrkNwNmlr+9mBfDHUspUAIUAvi2ESFtx//+QUu5a+jjpZB5FLe6szLEqjmI3ZWOYn/vfY1M404ec9cWuyk2l45ACnC1UjgP496XP/x3As3cfIKUckFI2LH0+DaANQKyTz+uWVCqgcGkPIO6svHqFVedh1WjZTfFw9bVBsFgEuynkMst7AHEGkHdytlCJlFIOAIsFCYCIBx0shEgCkAWgesXNrwshrggh/u1el448zbbfdFWCYbcrncZzhIwOIbmjBU2ZBeymeLA5kwqN9UFITuEOyeQ6i12VPYjv7UZczw2l49A6e2ihIoQ4I4RoucfH8dU8kRDCD8B7AP5QSjm1dPM/A9gCYBeAAQD/9IDzXxVC1Akh6mZGZlbz1OtqeazK2Ci7KqtRWHUeFp2O3RQPV1cTjAWL4Cq05HLNO3IxY/RHYdU58Nq6d3looSKlfExKmXGPj48ADAohogFg6b9D93oMIYQWi0XKf0op31/x2INSSpuU0g7gxwDyH5DjLSllrpT/f3v3HRRnfud5/P2ju8k5I1BAKCIJAUJIBAGSQGlGYTwer2dt71wql+tua9dbu1W7dXt1u3dXW+Xbq9u7q6urq7XP3hp77bHHk6QZxUEJkUESQkIooIACOefQ3b/7A2RrZjRCUgPP0/T3VdXV8en+8ADd3/49v6AzAiPNXQBMfZscp7IsXFpVXkBkZxsrmxqoS93KmJ+/0XHEKxoZtnDlUghrkoeIiJw0Oo5YYBxWGzWb84lvecCSB3eMjiPmkauHfo4A70xffgc4/OUHKKUU8FOgUWv9D1+6L+6pq28A11zMYwpKQVZuD7093jQ2BBkdx/S2VJ1l3NuXy2nZRkcRLqitDsVuVzJvipgzDevSGQwMkVYVD+NqofIjoEgpdRsomr6OUmqRUurJCJ4c4HvAjmcMQ/57pdRVpVQ9sB34MxfzmEbSymGiY8aoKg/H4TA6jXlFt7ew4k4jl9KzGPf1MzqOeEXDQ09aUwYJj5DWFDE3HFYrVVvyiWt7xNLm20bHEfPE6srGWutuYOczbm8B9k1fLgXU12z/PVde38yetKoc/nAR168Fs2HjwMwbeaAtVWcY8/GjLjXL6CjCBTVVYTgcii3ZvUZHEQtc49o0NtdcIKviDM1LV0692YoFTWamnUOJSSPExo1RVR6G3W50GvOJaXvI8nu3uJSezYSPr9FxxCsaHLBQfzmY5PWDhIVLa4qYW06LherMfGI6Wki8d9PoOGIeSKEyh5SC7G3dDA7YaKgPNjqO6WytPMuInz91qVuNjiJcUF0RjtaKLTLSR8yTxrUb6QsJJ6viDGgZsbDQSaEyx5YsG2VRwihVFeHY7dJE+cSix/dZ1tzExU25THr7GB1HvKL+PivX6oPZsLGfkBBpNhTzQ3tZqNy6naiuNlY0XTc6jphjUqjMMaUgO7eH4SEr9XXSqgKA1mSXn2bYP5D6lK8dkS7cQGVZOMpLk5klfVPE/Lq1agPd4VFkVZxByTwQC5oUKvNg8dJRFi8doaYijIkJaVVZ8qCJ+JZmqjPzsdu8jY4jXlFPt43GhiA2pvUTGCRD28T80l5eVGTtJLy3izU3rhgdR8whKVTmSc62bkZGrNRdDDU6irGmW1MGgkK5tn6T0WmECypKw7FaNZu39BkdRXioO0lraY9exJaqs3g55NDjQiWFyjyJix9n+YphaqtCGRvz3N2+/O4NYjpaqNpSgNPi0uh4YaDODm9u3QgiLaMP/wBpTREGUYqKrJ2EDPSxruGS0WnEHPHcT0wDZG/rZnzcwsVqz2xVUU4nWRWn6Q2NoHHtRqPjCBdUlIbj4+NgU6a0pghjNS9dQUvcEjKrz2Oxy/D4hUgKlXkUFT3B6rWDXK4NZXjYYnScebfy9jUiuzuo3LoD7eV5P/9C0dbiw53bgaRv7sPXVzoxCoMpRXn2TgKHB0mprzY6jZgDUqjMs6zcHux2RU1FmNFR5pVyOthaeZauiBhurVpndBzhgtKSCPz87aRnSGuKMIfHCYk0L0kio/YCtolxo+OIWSaFyjwLC59k3YYB6utCGBjwnD4aydfrCOvrpiJrByj5s3NXzff9eNjsT2ZWL94+siicMI+KrJ34j46QdrnC6ChilsknhgG25EzNOVFV5hmtKhb7JFuqztIam8Dd5WuMjiNekdZQVhJBUPAkKan9RscR4gvaYxNoSlpL+qUyfEeHjY4jZpEUKgYIDraTktpPw9VgentsRseZcxuvVBE0NEBZTpEsIObGmm4F0N7qS1ZOD1bPaQwUbqQiaye2yQk211wwOoqYRVKoGCQzqxerVVNWEm50lDnlPT7K5poL3F+6gscJiUbHEa/I6YTyCxGEh0+wdv2g0XGEeKaeiGhurEklpb6aoAHpQ7VQSKFiEP8AB+mb+7h9M4i21oW71s2mi2X4jo9Snl1kdBThgsaGIHq6vcnO68ZL3jWEiVVu3Q5otlSdMzqKmCXylmOgTZm9+Pk5KD0fYXSUOeE/PEja5QpurtpAZ3Sc0XHEK7Lbp+ZNiYkdY8UqOfYvzG0wOJT6lEzWNl4mrKfT6DhiFkihYiAfH01mdg8Pm/1pvudndJxZl1l9Hi+nY2qkj3BbV+tCGBywkZPfLV2MhFuozchj0uZNdvlpo6OIWSCFisFSUvsJDp6k9HwEegGN9gzu72H9tVoa1m2iP3Rhthh5gvFxRVV5OIuXjrB02ajRcYR4IaP+AVxKz2bFnevEtD0yOo5wkRQqBrNaIWtbDx3tvty6EWh0nFmTVXEGp5eF6sx8o6MIF1ysCmN01MK2gm6jowjxUi6nZTPiF0BO2ecsqG+BHkgKFRNYkzxIROQ45RfCcSyA9d2iOlpZffMqdalbGQ4MNjqOeEVDQxYu1oayeu0gMbEy26dwL5PePlRn5rP40T2WPGgyOo5wgRQqJuDlBbn53fT1enOt3v0/2HPKTjHm60dtxjajowgXVJaG43QosvOkNUW4p6sbMugLCSO39BTKKetSuSspVEwiMWmERQmjVJaFMzHuvj0WlzQ3sfTBHaoz85nw8TU6jnhF3V02rtUHk5LWT2io3eg4QrwSp8VKeXYhUV3trLlxxeg44hVJoWISSkFeQRcjw1Zqq91zan3ldJJbeoq+kDDqUzYbHUe4oKwkAptNsyW7x+goQrjk9sp1tMXEk1VxGot90ug44hVIoWIicfHjrFw9yMWaUIYGLUbHeWmrb9YT1dVGeXYhTovMse6uHj/y5c7tQDK29OLvL83lws0pL0pzdxE0NEBqXaXRacQrkELFZHLzu3E6FBWl7jW1vsU+SXb5adpi4rm9cp3RccQr0hounI0gINBOeoZMQS4WhscJidxNXMXmmhJZsNANSaFiMqFhdjamTy1Y2NXpbXScF5ZaV0nQUD+lubtAyZ+Vu2q6FUBrix9bc3qwecuQTrFwlOXswjY5QWZ1idFRxEuSTxQT2pLdg7e3kwvn3GOiNN/RETbXXOBu4ipZeNCNORxw4VwE4RETrE8ZMDqOELOqJyKa68nppNRXE9wvfa/ciRQqJuTn5yQzq5f7dwN4cN/8U+tnVp/HNjlOWc4uo6MIF1y5FEJ/nzd527tk4UGxIFVu3Y7Ty4ucsmKjo4iXIG9HJpW6aWpq/QvnzD21fmhvFyn1VTSsS6cnItroOOIVjY16UVkeztJlIyxbPmJ0HCHmxHBgMJfSs1l1+xpxLQ+MjiNekEuFilIqXCn1uVLq9vT5M8fVKqXuK6WuKqXqlFK1L7u9J7JaNdl53XS0+9LYEGR0nK+VW3oKu9VG5dadRkcRLpiav8eLvB1dsvCgWNAubsplKCCIvJLjoGVUmztwtUXlr4DTWuuVwOnp619nu9Y6VWud8Yrbe5w1yUPExI1Rej6CyQnzfXokPLxL0t0b1GZsYyRg4axT5Gl6e2xcuRzCupQBIqMmjI4jxJya9PahPLuQ2PbHrL551eg44gW4WqgcBN6dvvwucGiet1/QlIKCHV0MD1mpqTJXY5NyOskrOU5/cCiX07KMjiNccOFcBBarJjtXOhgKz9C4diPt0XHklH2OdVKKc7NztVCJ0Vq3Akyff10nBQ2cUkpdVEp9/xW2Ryn1faVUrVKqdqhryMXY7mNRwhir1w5SWx3KwIB5JlFLvn6ZqK52ynJ24bDajI4jXtGjB1OTu23e0ktA4AJYEVOIF6G8KMnbS9DQAOmXyo1OI2YwY6GilCpWSl17xungS7xOjtY6HdgL/DulVN7LBtVa/1hrnaG1zgiM9KzDDLkFU4vClZpkuLJtYpysitO0xC2Ryd3cmNZw/kwkQUGTbNosk7sJz9ISv4ympGQyai8QMCTD8c1sxkJFa12otV7/jNNhoF0pFQcwfd7xNc/RMn3eAXwMZE7f9ULbe7rgYDsZmX3cbAyi5ZHxC/1l1F4gYGSIkry9SM9L99VQH0RHuy+5Bd1YbSYeWibEHCnN3YXSTrIqThsdRTyHq4d+jgDvTF9+Bzj85QcopQKUUkFPLgO7gGsvur2YkrGll4BAO+fPRBo6XDlooJf0S+U0rtlIe2y8cUGES8bHvSgriWBR/Cir13rOoVQhntYfGs6VjVtJvl5HdHuL0XHE13C1UPkRUKSUug0UTV9HKbVIKXVs+jExQKlS6gpQDRzVWp943vbiq7y9Nbn53bS1GjtcOa/kJFopyrMLDcsgXFdZFsbIiIWCQhmOLDxbdWY+o37+5J8/iqknrfJgLvXO1Fp3A1+ZQGP6UM++6ct3gY0vs714trXrBqm7FELp+QhWrBrCe57XYln84A4r7lynPGsnQ0Eh8/raYvZ0d9mouxjK+pQBYmLHjY4jhKEmfHwpyymiqPgT1ty4wo21qUZHEl8iM9O6EaWgYOfUcOXqivldXdnL4SD//DH6QsK5lJ49r68tZs+TDrQ2m5OcPBmOLATA9eRU2mLiyS09hff4mNFxxJdIoeJmFsWPkbx+gIvVofR0z9+w4I1Xqojo6aQkb48MR3Zjd+/403wvgK05PfgHyHBkIQBQXpwreI2AkSE215w3Oo34EilU3FBuQTdWq5NzxVHzckjVf3iILVVnub90JfcSV8/9C4o5YbfD+dORhEdMsDG93+g4QphKe2wCDclppF2uJLS3y+g44ilSqLihgAAHWdt6aL7vz53bAXP+ejlln2O12zmfL8OR3dmlmjD6+7wp2NmJxWJ0GiHMpzy7CLvVSv75Y9Kx1kSkUHFTqen9RESOc/50JJOTc1c8xLY+JLnxMpfTsugLi5yz1xFza6DfSlV5GEkrh1iaOGp0HCFMaSQgkMqt21nW3MTyuzeMjiOmSaHipry8YEdRJwMDNmoq52YdIOV0UnDuKEMBQVRn5s/Ja4j5ce50JCgoKJQmbSGepz5lC93hUeSVnJB1gExCChU3lrBkeh2gqlD6emd/HaANV2uI6WjhwrbdTHr7zPrzi/lxt8mfO7cD2ZrTQ3Cw3eg4Qpia02Lh7PbXCRnoZXNNidFxBFKouL287V14WZj1jrX+w4NklxfzYPFybq3aMHtPLObV5KTibHEU4RETpGfIej5CvIjHCYk0rtnIpotlhPV0Gh3H40mh4uYCgxxk53Zz724At2/OXsfavJITWBwOzm7fLx1o3VhNRRgD/TZ27JIOtEK8jAvbdjNps7H97KfSsdZgUqgsAKmb+omKHufc6SjGx13/lS5pbmL1ravUZmyjL8wcKzaLl9fbY6O2Oow16wZYvEQ60ArxMkb9AynLKWLxo/usuXHF6DgeTQqVBcDLCwr3dDA8ZKG8xLUZay32Sbaf/Yy+kHBqM3JnKaGYb1rDmc+jsFic5BV0Gx1HCLd0bf0mWmMT2HbhJD5jI0bH8VhSqCwQsXHjpKb3U3cphLaWV+/4mlFbSmh/D2e3vy4z0Lqxm42BPLjvT05eDwGBMgOtEK9EeXFmx358x0bIKSs2Oo3HkkJlAcme/lAqPhmN0/ny24f2dpNRW8LNVRt4sHTF7AcU82J0xItzxVHExo2RkiYz0Arhiq6oOOpSt7LhWi2xrQ+MjuORpFBZQHx8nBTs7KSzw4fLtaEvt7F2svP0YRwWGyV5e+YmoJgX589EMj7uRdHeDrzkP1wIl1Vu3cFgYDA7Tx/ByyFD/OebvI0tMCtXD5OYNExFaTgD/S8+t8r6a5dIeHyfC9t2MxIQNIcJxVy6f9efxoZgNm/tJTJKJqsSYjZMevtwZsd+Irs72Fxzweg4HkcKlQVGKdheNDXuv/hE9AuNqgsc7Ce39CQPExJpWJc+xwnFXJmcUJw+FUVY+ASZWb1GxxFiQbmfuJobq1PYXFNCRFe70XE8ihQqC1BIiJ3cgm6a7/tz/eoMrSNas/3sp3g5nRQXHpQ5U9xYeWk4A/02Cvd0YLXKvA9CzLaSvL2M+/hQWPwJ6lU6AopXIoXKArUxrZ/4xaOcPxPJ0ODXz/S16tZVlt+7RUXWTgZCXBvaLIzT1jrVLykltZ+ExWNGxxFiQRr1D+B8/j5i2x+TWldhdByPIYXKAqUU7NrbgcOhOH3q2YeA/EaGyT9/jLaYeOpSt85/SDEr7Hb4/Hg0/gEOcmXOFCHm1K1VG7ibuIqsijOE9PUYHccjSKGygIWGTZK9rYe7TQHcbAz8yv15JcfxGR+nuPAQWoaHuK3KsnC6On0o3NOBj480Rwsxp5Ti7Pb9OL282Hn6sEyvPw/k02mBS8voI27RGGc/j2J4+PeHgJKarrPmZj01m/PojowxMKFwRWuLD7VVYazbMMDyJJk5U4j5MBQUQmnubhY/ukdKfY3RcRY8KVQWOC8vKNrbzuSkF2dOTa2w7D88xI4zR2iPjqNmc57REcUrsk8qTh6NITDQTv7OLqPjCOFRrq3fxP2lK8gtPUlorxxynUtSqHiAiMhJsnK7aboVSOO1QHaePoz3xASndr2JU5bUdVtlJRH09nhTtE8O+Qgx75SiuPAQDouVXac+RDllqYq5IoWKh9iU2Ud8wihhxY0sv3eT8uxCeiKijY4lXtGjh75cqg1hY1ofS5fJyshCGGE4MJiz218nru0RGbWlRsdZsKRQ8RBeXvCt/Bv8B/ULLtlWc3GjjPJxVxMTU4d8QkLtMspHCIPdWr2Bm6vWs6XqLFEdrUbHWZCkUPEU2smble9jsWr+ZOjfcrFW5kxxV+eKoxjot7JrXzve3jLiQAijnSt4nTFff3ad+hCLfdLoOAuOFCoeIu1yBQmPm7mwfS++K/0oL4mgo93b6FjiJd1sDKThajCZWb0ysZsQJjHm509x4SEiuzvIqjhtdJwFRwoVDxDd/picsmKaktbSmJxG4e4OfP0cnPgsBrtdpsx3FwP9Vk6fjCI2boytOTLRlBBmcj9xFfUbNrPpUjlLmm8bHWdBcalQUUqFK6U+V0rdnj4Pe8ZjViul6p46DSilfjh9398qpR4/dd8+V/KIr/IeH2Pv8d8y4h/4u7V8/Pyd7N7XQXeXDxfORhgdUbwApxOOfxqD1oq9B9qQwVpCmE9J3h66IqLZffIj/IcHjY6zYLjaovJXwGmt9Urg9PT1L9Ba39Rap2qtU4FNwAjw8VMP+R9P7tdaH3Mxj3ia1uw48ynBA72c2PNNxn39f3fXsuUjpGf0UXcplNs3AwwMKV5EVXk4LY/92Lm7g9BQu9FxhBDP4LDaOL73W9gmJ9h98kNZuHCWuFqoHATenb78LnBohsfvBO5orZtdfF3xApKvX2b1ratUbt1OS/zSr9yfW9BFbNwYnx+Ppq/PakBC8SIePfSlqjyMtesHWJM8ZHQcIcRz9EREcz5/H0se3iWj9oLRcRYEVwuVGK11K8D0+UwTc3wbeO9Lt/2xUqpeKfWzZx06ekIp9X2lVK1SqnaoS96sZxLW00nBuaM8TEikNuPZs89aLLDvQBsAxw7HYpcv6qYzOuLFiU9jCA6ZZEdhp9FxhBAvoGFdOjdXbWBr5VniWuR7uatmLFSUUsVKqWvPOB18mRdSSnkDB4DfPnXz/wWSgFSgFfjvX7e91vrHWusMrXVGYORXF9gTv2exT7L3+PtM2rw5ufvN5y44GBJqZ9e+DtrbfCk9FzmPKcVMpvqlxDIyYuG1g+14+8hQZCHcglKc2bGfgeAQ9h7/AJ8xWYfLFTMWKlrrQq31+mecDgPtSqk4gOnzjuc81V7gkta6/annbtdaO7TWTuAnQKZrP4540i8lqqudU7veYDgweMZNVqwaJm1TH5cvhtJ0S/qrmEVlaTjN9/3ZXtRFTOy40XGEEC9hwseX43u/hf/IEHtOfCD9VVzg6qGfI8A705ffAQ4/57Fv86XDPk+KnGlvANdczOPxUuqrSW6so3JLAc3LVr3wdtu2dxETO8apY9H09drmMKF4EXeb/KmqCGfdhgE2bBwwOo4Q4hV0xMRzrmAfy5qb2Fp5xug4bsvVQuVHQJFS6jZQNH0dpdQipdTvRvAopfyn7//oS9v/vVLqqlKqHtgO/JmLeTzaosfN5JUc527iKqq2FLzUthYLvHawDeUFhz+MZWJc5lcxSl+flROfxRAdM8aOIumXIoQ7u7Y+g2vr0smsKWH5nUaj47gllwoVrXW31nqn1nrl9HnP9O0tWut9Tz1uRGsdobXu/9L239Nab9Bap2itDzzpmCteXsDQAPuO/YaB4DBO7n4T1Mv/akNC7bx2sI3eHm9OHI1BS5eIeWefVHz2cRwoeP1QG1ab/BKEcGtKca7gNdpi4tl16iPCeuTLx8uSmWkXAC+HnX3HfoNtcoKjr32bCR+/V36uJUtHydvRxZ3bgVSWyXpA80lr+PxENJ0d3ux9vZ0QmS9FiAXBYbVx9LVv47BYef2z9/Ael+UvXoYUKu5OawrOHWNR60OKCw/RHRnj8lOmbeonef0AlWXh0rl2HlVXhHHjehDZ23pITJJRAkIsJENBIRzb9y1C+3rYdeoj0NK59kVJoeLm0i6Xs+FaLbWbcrm9av2sPKdSsHN3J7FxY5w4GkNXpyxeONduNgZSfiGCtesGyMzqNTqOEGIOPE5I5MK23STdvUFu6edGx3EbUqi4saSm62y7cIrbK5Ipyymc1ee2WjX732jFZnNy+IM4hodkcZm50triw8lj0SyKH6VwTwdK+jELsWDVpW7lSkommy6VsaG+xug4bkEKFTcV0/aQ3Sc/pC02/pU7z84kMMjBwTdbGR218MkHcTISaA4MDFg58lEcAQEO9n+jFausZCDEwqYU5/P3cm/ZKgrOfcaye7eMTmR6Uqi4oeD+Xg4c+RXDAYF8uv8PcVjnbt6T2LhxXjvYRmeHD58djsXhmLOX8jjj44rDH8Rhn1Qc+mYL/v5yzFoIT6C9LBzf+xZdkbHsPf4+kZ0y4PV5pFBxMz5joxw8/Au8nE4OH/weo/5zv5xAYtIIhbs7aL4XQPGJaBm2PAvsk4ojHy6ip9ub1w+1ERE5aXQkIcQ8mvT24ciB7zDu48vBw/9M4GD/zBt5KClU3IhtYpwDR/6ZkP5ePnv92/SFzd/aPOs3DrI1p4fr14KpKJVhy65wOODokVgePfRl92vtLE0cNTqSEMIAw4HBHDnwXWyTExz65Of4jQwbHcmUpFBxExb7JPs//RWxbY85vvctHickznuGrTk9rNswQFV5OJcvhsz76y8EWsOp49HcbQpgx65O1iTLSuBCeLKuqFg+3f+HhPT3cuiTd/Eely8uXyaFihvwcth57eivSXh0n1O73uDOimRDckwNW+4gaeUQ54qjuHJ55gUPxe9pDedOR3KjIZjsbd1sTJM1fIQQU8OWP3v9bSK6Ozn0yS+wTcgipE+TQsXklNPBnhMfknj/Nmd27Ofmmo2G5nmyJlBi0jBnTkVz9YoUKy9Ca6goDafuYijpm3tlrhQhxBc0L1vJ8b1vEdPewv5Pf4XFLv3WnpBCxcSU00lh8WFWNjVQsm0P1zZkGB0JmCpWXj/UyrLEYYpPRNFwNcjoSKamNZSVRFBVPrUact72bpkrRQjxFXdWJHNq1xskPLrPa0d/jcUuy2iAFCqm5eWws/vkByQ31lGxdQeX07ONjvQFVivsf6ONJUtHOXUsmsaGuR995I6eHO6pqQwjJbWfor0yoZsQ4uvdXLOR0zv3k3j/Nvs//aUcBkIKFVOyTk6w/9P3WH3rGhdyd1G9pcDoSM9ktWkOvNnK4iWjnPgshiuX5DDQ07SG4pNR1F0MJS2jjx27OqVIEULMqGF9BqeK3mDxw7u88fG7+Ix5dgdbKVRMxnt8jEOf/JylzU0U7zzApU25Rkd6LptNc/CbrSxfMcKZz6MpvxAu86wATiecPBrNtSshZGb1kL+jS4oUIcQLa0xO49i+PyCqs5VvfvAz/IcHjY5kGClUTMRvZIg3P/yn3w1Bblhvjj4pM7HZptYFejJ0+fTJKJwePMnqxLjiyIdxNE6P7snJ65EiRQjx0u6sSObIge8SPNDLW7/9KUEDntkJXwoVk4joaudb7/+EsN4uPt3/h7O2EvJ88fKCor0dZGb1cPVKCJ99Eovd7nmfzgMDVn7zywTu3/Nnx64OtmR75huLEGJ2PFySxMdvvIPv2Ah/8JufENfywOhI804KFRNYfqeRb73/E2yTk3z0jX9B87KVRkd6JUpBTl6bg7uOAAAMbElEQVQPBYWd3LkdwPu/imdwwHNW2Wtr8eG9nycwOGDljbdaZJ4UIcSsaItbzG/f+jdM2rz5xkf/RHLDJaMjzSspVIykNZurz7H/s/foDYvkvbd/QFvcYqNTuSxtUz8HvtFGb7c3v3w3gYfNfkZHmnO3bgTw/nvxWK2aP/juI5kWXwgxq3oiovn1t79Py6KlFBV/Qt75YyinZ6wSK4WKQWwT4+w9/j7ZFWe4sTqF3771rxkOXDijZpJWDvP2Hz3Ez8/Jh79ZRG1V6ILsZGu3K84WR3L0cBwxMeO8/UcPZYFBIcScGPf155ND3+Ny6lbS6io59Mkv8B0dMTrWnPOcdnkTiW19wO6THxHS30tpThEXN+WyEHtbhkdM8vb3HnLyWAwXzkXS1upD4Z5OfH0XRk/bnm4bx47E0tnhQ1pGH7n5XVjlP0oIMYe0l4WS/H10Rcay48ynfOeX/4fiwkNu22XgRcjb6jzycjjIrD7H5poShgJD+OCb/5KW+GVGx5pT3j6a1w+1UVsdStn5CFoe+1G0p4PEJPf9FqA1NNQHcfZ0FDar5uA3W1juxj+PEML9XF+XTmdUHLtPfsChw7/gSkompbm7sNu8jY4266RQmSehvV3sOfEBMR0tXF+byvn8fUz4+Boda14oBZu39LF4ydQstp98sIjk9QPk7+xyu9aVgX4r505Hcud2IIuXjrDntXYCgzzjOLEQwlw6o+N47+0fkFNWTFpdBYsf3uXk7jfpiIk3OtqsUtoNOw4sSVui//zMnxsd44XYJsbZXFNC2uVyJm3enNlxgKaV64yOZRi7HarKw6mpDMM/wMGOok6SVg6b/siXwwEXq8OoKg8DBVk5PaRv7sNLenkJIUxg8YM7FH3+MQHDg1xbn0FF1g7G/AKMjvXCfhj+w4ta62dOHiaFylzRTpKv15FdXkzAyBDX16ZSllPESIAs4AfQ3ubDyaPRdHf5EJ8wyraCLuLizbmmxYP7fpz5PIreHm9WrBoif2cXwcGyWJgQwlx8xkbZWnmGlPoaJry9qdpSQH3KFpwWi9HRZiSFynzSmiUPmsguP01MRwstcYspydtLe2yC0clMx+GAa/XBVJaFMzJsZcWqIXLzuwkLN37UjNbw6IEfVRVhPGz2JyR0gu2FXW7dt0YI4RnCuzvIKznO0gd36AmLpCJrJ3eS1qJN3AQshco8sNjtrL5ZT9rlciK7OxgMDKYsZxc3V29YkCN6ZtPEhOJidSgXq8NwOBQrVw+xMb2fRfFj877rtIZ7d/2pLg+jtcUP/wA7mzb3kbqpH6vV/f5XhBAeSmsS791i24UThPV10xcSzuW0LK4np5myw60UKnMopK+H1TfrSamvJmBkiK6IGC5uyuHWqvU4LdJX+WUMD1uorQyj4WoQ4+MWIqPG2Zjez9rkQWzec/t3OtBv5cb1IBobAunp9iEoeJLNW3pZlzIoBYoQwm0pp5OkO42kXS5nUetDxnz8uLohgxtrNtITHmWaL9JzVqgopd4C/hZYC2RqrWu/5nF7gP8FWID/p7X+0fTt4cBvgGXAfeBbWusZF0cxtFDRmojuDpLuXGdF03WiutoBuL90BZfTsnmwJMk0v3h3NTmhuHE9iCuXQ+js8MFmc7J46QiJSSMkLh8haBb6h2g9VZzcv+fPjYYgWh5PzZ4bFz/Kho0DrEkexA0O6wohxAuLa3lA+qVyku40otD0hkbQtCKZphXJdEQvMvSzay4LlbWAE/hH4C+eVagopSzALaAIeATUAG9rra8rpf4e6NFa/0gp9VdAmNb6L2d63fkqVLwcdgKGh4jqbCWqs5XojqnzoKEBNIqWRYu5kzT1Sx4MDp3zPJ5Ga2h57MvN64HcuxvAQL8NgMioceLixwiPmCAiYoLwiAkCgxxf+z82OakYHrIwNGilvc2XlsdTp5HhqRav8Ihx1q4bYvXaQUJCpZOsEGJh8x8eJOnODVY0NZDw6D5e2smIXwAd0XF0RC+iMyqOzqg4hgKDcczTLJbPK1RcSqC1bgRQz6/CMoEmrfXd6cf+GjgIXJ8+L5h+3LvAOWDGQmVOaM03P/gZPuOj+I6N4jM+hs3++06dGkVPeCSP45fRsmgJd5LWygieOaYUxCeMEZ8whtZd9HTbuH83gHt3/bl9I5Cxsd83eVitTmzeTqxWjdWqsVg0DsdUgTIx8cWmkZDQSZYsG2FR/NRzR0ROSCOYEMJjjAQEcTVlM1dTNuM7OsLyuzeIf3yfqM5WMmpL8dK/n9/KbrEy5uvHuI8v4z6+HDnwHcZ9/ec173yUSvHAw6euPwK2TF+O0Vq3AmitW5VS0V/3JEqp7wPfBwhLCJv9lEox4e3DqF/A734hY76+jPkG0BUZQ2dUrCk7IHkKpSAicpKIyD42ZfahNYyOWOju9qan20Zfrw37pBd2u8JuVzgcCi8vWJpoJyDAQUDg1HlUzDgBATJBmxBCAIz5+XN9XTrX16UDYLFPEtnVQWRXG/4jQ/iMj02fpr7AOwzoeznjKyqlioHYZ9z111rrwy/wGs/6rvrSx5u01j8GfgxTh35edvsXceTgd+fiacUcUAr8Axz4B4yyeImsVCyEELPBYbXRHhtPe6x5ZredsVDRWhe6+BqPgMVPXU8AWqYvtyul4qZbU+KADhdfSwghhBALyHzM/lIDrFRKJSqlvIFvA0em7zsCvDN9+R3gRVpohBBCCOEhXCpUlFJvKKUeAVnAUaXUyenbFymljgFore3AHwMngUbgfa11w/RT/AgoUkrdZmpU0I9cySOEEEKIhcXVUT8fAx8/4/YWYN9T148Bx57xuG5gpysZhBBCCLFwmXfifyGEEEJ4PClUhBBCCGFaUqgIIYQQwrSkUBFCCCGEaUmhIoQQQgjTkkJFCCGEEKYlhYoQQgghTEsKFSGEEEKYlhQqQgghhDAtpfWcLEQ8p5RSnUCzwTEigS6DM5id7KPnk/0zM9lHM5N99Hyyf2Zmhn20VGsd9aw73LJQMQOlVK3WOsPoHGYm++j5ZP/MTPbRzGQfPZ/sn5mZfR/JoR8hhBBCmJYUKkIIIYQwLSlUXt2PjQ7gBmQfPZ/sn5nJPpqZ7KPnk/0zM1PvI+mjIoQQQgjTkhYVIYQQQpiWFCouUEr9F6VUvVKqTil1Sim1yOhMZqKU+m9KqRvT++hjpVSo0ZnMRin1llKqQSnlVEqZttf9fFNK7VFK3VRKNSml/sroPGaklPqZUqpDKXXN6CxmpJRarJQ6q5RqnP4f+1OjM5mNUspXKVWtlLoyvY/+k9GZnkUO/bhAKRWstR6YvvwnQLLW+gcGxzINpdQu4IzW2q6U+q8AWuu/NDiWqSil1gJO4B+Bv9Ba1xocyXBKKQtwCygCHgE1wNta6+uGBjMZpVQeMAT8XGu93ug8ZqOUigPitNaXlFJBwEXgkPwd/Z5SSgEBWushpZQNKAX+VGtdaXC0L5AWFRc8KVKmBQBS9T1Fa31Ka22fvloJJBiZx4y01o1a65tG5zCZTKBJa31Xaz0B/Bo4aHAm09FalwA9RucwK611q9b60vTlQaARiDc2lbnoKUPTV23TJ9N9jkmh4iKl1N8ppR4C3wH+o9F5TOxfAceNDiHcQjzw8Knrj5APGOECpdQyIA2oMjaJ+SilLEqpOqAD+Fxrbbp9JIXKDJRSxUqpa884HQTQWv+11nox8Evgj41NO/9m2j/Tj/lrwM7UPvI4L7KPxBeoZ9xmum95wj0opQKBD4EffqkVXABaa4fWOpWpFu9MpZTpDiNajQ5gdlrrwhd86K+Ao8DfzGEc05lp/yil3gFeB3ZqD+0Q9RJ/Q2LKI2DxU9cTgBaDsgg3Nt3v4kPgl1rrj4zOY2Za6z6l1DlgD2CqDtrSouICpdTKp64eAG4YlcWMlFJ7gL8EDmitR4zOI9xGDbBSKZWolPIGvg0cMTiTcDPTHUV/CjRqrf/B6DxmpJSKejIaUynlBxRiws8xGfXjAqXUh8BqpkZtNAM/0Fo/NjaVeSilmgAfoHv6pkoZFfVFSqk3gP8NRAF9QJ3WerexqYynlNoH/E/AAvxMa/13BkcyHaXUe0ABUyvftgN/o7X+qaGhTEQplQtcAK4y9R4N8O+11seMS2UuSqkU4F2m/s+8gPe11v/Z2FRfJYWKEEIIIUxLDv0IIYQQwrSkUBFCCCGEaUmhIoQQQgjTkkJFCCGEEKYlhYoQQgghTEsKFSGEEEKYlhQqQgghhDAtKVSEEEIIYVr/H2krGALDfHIoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#创建了一个figure（图片）\n",
    "plt.figure(figsize=(9,6),linewidth=5)\n",
    "plt.plot(x,np.sin(x),x,np.cos(x))\n",
    "plt.legend(['sin','cos'],loc ='center',ncol=2,bbox_to_anchor =(0,1.05,1,0.2),fontsize=18)\n",
    "\n",
    "#-----轴面(子视图)，被figure（图片）包围着\n",
    "axes = plt.gca()\n",
    "axes.set_facecolor('lightgreen')\n",
    "\n",
    "#保存\n",
    "plt.savefig('./image.png',\n",
    "           dpi=100,\n",
    "           facecolor='red',#大图片和轴面间隔的颜色\n",
    "           edgecolor = 'lightgreen',#边界的颜色\n",
    "           bbox_inches = 'tight'#-----紧凑显示，保存整张图片\n",
    "           )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pharmaceutical-drunk",
   "metadata": {},
   "source": [
    "## 风格和样式"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "smaller-cigarette",
   "metadata": {},
   "source": [
    "### 颜色、线宽、线形、透明度、点形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "retired-record",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x27628b825f8>]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,2*np.pi,20)\n",
    "\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "plt.plot(x,y1,color='red',alpha = 0.5,marker = 'o')  #linestype = '--',\n",
    "plt.plot(x,y2,color = 'k',marker = '*')#linestype = '-.'\n",
    "plt.plot(x,y1+y2,color = 'indigo',marker = 'd')\n",
    "plt.plot(x,y1-2*y2,color = '#FF00FF',marker = '1')\n",
    "plt.plot(x,2*y1+y2,color = (0.2,0.6,0.5),marker = '3',linewidth=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dutch-stations",
   "metadata": {},
   "source": [
    "### 更多设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "acceptable-medicaid",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f55f633198>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,5,50)  #0~5,生成50个数据\n",
    "\n",
    "def fun(x):\n",
    "    return np.exp(-x)*np.cos(2*np.pi*x)\n",
    "y = fun(x)\n",
    "plt.figure(figsize=(9,6)) #----设置子视图的尺寸\n",
    "plt.plot(x,y,marker = 'o',color = 'green',\n",
    "         markerfacecolor = 'red',#marker的颜色\n",
    "         linestyle = '--',#线形\n",
    "         markeredgecolor = 'blue',#marker边界颜色,\n",
    "         markeredgewidth = 2,\n",
    "         alpha =0.7,#透明色\n",
    "         markersize = 8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "controlling-trick",
   "metadata": {},
   "source": [
    "## 多图布局"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "electronic-participant",
   "metadata": {},
   "source": [
    "### 子视图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "needed-minister",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f560320320>]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "x = np.linspace(0,2*np.pi,20)\n",
    "y = np.sin(x)\n",
    "\n",
    "axes = plt.subplot(2,2,1)#子视图，轴面,左上角位置---2行2列第1个子视图！！\n",
    "axes.set_facecolor('green')\n",
    "axes.plot(x,y,color = 'red')\n",
    "\n",
    "axes = plt.subplot(222)#连着写，2行2列第2个子视图！！子视图，轴面,右上角位置\n",
    "line, = axes.plot(x,y,color = 'red')#调用plot，返回绘制对象，一条线\n",
    "line.set_color('green')\n",
    "line.set_linestyle('--')\n",
    "line.set_marker('o')\n",
    "\n",
    "\n",
    "axes = plt.subplot(212)  #2行1列第2个子视图\n",
    "x = np.linspace(-np.pi,np.pi,200)\n",
    "y = np.sin(x*x)\n",
    "\n",
    "# axes.plot(x,y)\n",
    "plt.plot(x,y) #---两个命令效果一样"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "royal-oregon",
   "metadata": {},
   "source": [
    "### 嵌套"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "written-payday",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f56282cda0>]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KmuUTbbApfc011vUnT4ZdcqtS2I4tCpWNQGOlVCOllAdWMTLn4oOUUtWA7sDsC57zUUr5nv8a6AfstEEmcRlaa577aTunsvKYemc7fDxlXIq9a1jLh1dubsGGxBNMXRpvOo6wJy+/DMeOwQcflH4PH1t77TVrJ+aHH7ZuRwlhA2X+qdZa5wMPAwuA3cB3WutdSqkxSqkxFxx6C7BQa515wXN1gVVKqW3ABuB3rfX8smYSl/f9pmQW7DrKU/0jaBbod+UThF0Y0i6Im9sEMnnJPmIST1z5BOH89uyB99+31k1p3950GqhV63+7M//8s+k0wkko7YBVb1RUlI6JkSVXrsah41lcP3klLYOq8c2ozri4yC0fR3LmXB4D3/+DwkKY91hX/LzcTUcSZRQVFcVV/302aJC1UWBcHNSpY9tgVys/H9q0gexsiI0FT0/TiexemX4GnIRSatOlliiRlWkrkYJCzRPfbcVFKd66vbUUKQ7I18udyUPbcjgjm1d+jTUdR5i0bBn8+qs1NdheihQANzd4+21ISLBmIAlRRlKoVCIfrdhPzMGTvHxzc4JqeJuOI65SuwY1eLBHGN9vSmbJblliv1IqLISnn4bgYHj0UdNp/q5/f+jb11pe/9Qp02mEg5NCpZLYmZLBu4v2cUOrAG5uU+wyN8KBPNq7MU3r+fLsTzs4mZlrOo6oaD/8AJs2WeNBqtjp5qGTJlnL6r/xhukkwsFJoVIJ5OQX8MR3W6lV1YMJMhXZKXi6ufL2Ha05mZnLS3NkKmilkpcHL7xgLbA2bJjpNJfWpg0MHWpNVz4sixWKqyeFSiUwbWk8+46eZeKQllT3LsdNykSFah5YjUd7N2bOtlRZtbYy+eILa/DshAng6mo6zeW9/LJVWL36qukkwoFJoeLkdqVm8MHy/QxpW59eTeuajiNs7MEeYbSsX40XftlJ+tkc03FEecvJsX75d+wIN91kOs2VhYfD/ffDJ5/AwYOm0wgHJYWKE8srKOTp77dT3duDF29qduUThMNxd3Xh7TtaczYnnxd+lrUSnd6nn1rL1L/6asXv53O1XnjByvrKK6aTCAclhYoT+3jFfmIPn+bVm1vILR8nFlHXl8f7RDB/1xHm75RbQE7r3Dlr5deuXaFPH9NpSi44GEaPhs8/t6YsC1FKUqg4qX1Hz/D+knhuaBXAgBb1TMcR5WxU10Y0C/Djxdm7yMjOMx1HlIdPPoHUVPj3vx2nm3Les8+Cu7uMVRFXRQoVJ5RfUMjT32+jqpcbLw9qbjqOqADuri68cWsr0s/m8Pq8PabjCFs7dw5efx26dYOePU2nKb3AQKur8t//SldFlJoUKk7oi7UH2ZacwUs3NaNWVVm+urJoGVSNUV1DmbnhEOsSjpuOI2xpxgyrm/LSS6aTXL1nnrFWrZ040XQS4WCkUHEyqaeyeXvhXno08WdQ60DTcUQFe7xPBME1qzD+px2cyyswHUfYQk6O1U259lrH7KacFxgIDzxgjVWRGUCiFKRQcTL/mrOLQq15ZbAs7FYZVfFw5bVbWpKQnsnUpfGm4whb+OILSE6GF190vLEpF3vmGet7kNVqRSlIoeJEFu46wsLYo4zrHUFwTdnLp7Lq2tifW9sF8dGK/ew+fNp0HFEWeXnWrZKOHa29cxxdcDDce691KyslxXQa4SCkUHESZ3PyeWnOLprU9WVU10am4wjDXrghEr8q7rzwy04KC7XpOOJqzZwJiYn/W4vEGTz7LBQUWDssC1ECUqg4iXcX7eNwxjleG9ISd1f5Y63savh48Oz1Tdl08CQ/bE42HUdcjcJCq5vSqhXceKPpNLYTGgp33QUffwzp6abTCAcgv9GcwM6UDP6z+gB3dWpA+4Y1TMcRduK2dkFENazB6/P2cCpLdlh2OD/9BHv2wPPPO0835bznnoPsbHjvPdNJhAOQQsXBFRZqnv95BzV9PPm//k1NxxF2xMVF8crNLcjIzmPSgr2m41Qa8+fPp0mTJoSHh/P6669f3Ztoba1CGxEBt95q24D2IDIShgyBqVMhI8N0GmHnpFBxcN/GJLEtOYMXboikmre76TjCzkQG+HHfNSHM3HCILYdOmo7j9AoKChg7dizz5s0jNjaWmTNnEhsbW/o3mj8ftmyB//s/+98h+WqNH28VKdOmmU4i7JwUKg7sVFYuk+bvoWNITQa3kTVTRPEe6xtBHV9PXvhlJwUysLZcbdiwgfDwcEJDQ/Hw8GDo0KHMnj279G/02mvWDJm777Z9SHvRrh0MGGDd/snKMp2m/GVnW+NysrNNJ3E4Uqg4sLcX7iMjO49/D24ua6aIS6rq6cY/b2zGrtTTfLVOFtoqTykpKQQHB//5OCgoiJRipuFOnz6dqKgooqKiSEtL++uLu3bBqlXw9NPg4eSbiT7/PKSlWdOVnd2MGTBmDGzcaDqJw5FCxUHtTMng6/UHGdElhMgAP9NxhJ27oWUAXRvX5q2Fe0k/m2M6jtPS+u8dq+L+EREdHU1MTAwxMTH4+/v/9cXmzWHHDhg5srxi2o/rrrN2g37zTch14gHfubkwaZK1unDXrqbTOBwpVBxQYaHmxdk7qeHtweN9I0zHEQ5AKcW/BjUnO7eAt2RgbbkJCgoiKSnpz8fJyckEBl7FbdkWLcC7kizaOH48JCXBV1+ZTlJ+vv7a+h6dcQZXBZBCxQH9tCWFzYdO8X/XN6VaFRlAK0omzL8q914TwrcxSexIlpkW5aFDhw7ExcVx4MABcnNzmTVrFoMGDTIdy77172+NV5k40VoIztkUFFjfW5s21pgcUWpSqDiY0+fyeH3ebto2qM5t7YJMxxEO5tE+janl48G/ft1V7G0KUTZubm5MnTqV/v37ExkZyR133EHz5s1Nx7JvSlldlfh4+P5702ls74cfIC5OuillIIWKg3l/cRzHM3N5eVALXFzkh16Ujp+XO8/0t1asnb011XQcpzRw4ED27dvH/v37ef75503HcQy33GKtrfLaa9aKvM7i/Ho4TZta68aIqyKFigNJSDvL52sS+UdUMC2DqpmOIxzUbe2DaBVUjYnzdpOZk286jhDg4mJ1VXbsgF9/NZ3Gdn77DbZvt743F/l1e7Xkv5wDeW3ubrzcXXmyXxPTUYQDc3FRvHRTc46ezmHasnjTcYSwDB1q7QP06qtWJ8LRaW19L40awZ13mk7j0GxSqCilBiil9iql4pVSzxbzeg+lVIZSamvRx4slPVdY/ohLY/HuYzzcKxx/X0/TcYSDa9+wBre0rc+nfxzg4PFM03GEADc3aw+gmBhYsMB0mrJbuBA2bLB2i3ZzM53GoZW5UFFKuQLTgOuBZsCdSqlmxRz6h9a6TdHHy6U8t1LLLyjk1d9206CmN/ddG2I6jnASz17fFDdXxYTfd5uOIoRlxAho0ABeftmxuypawyuvWKsL33uv6TQOzxYdlY5AvNY6QWudC8wCBlfAuZXGzI1J7D16hvEDm+Lp5qT7fogKV9fPi4d6hLEw9ijrEo6bjiOEtRLvs8/C2rWwZInpNFdv2TJYvdraq8nZVxeuALYoVOoDSRc8Ti567mJdlFLblFLzlFLn5+uV9NxKKyM7j3cW7qVTo5r0b17PdBzhZEZeF0pANS8m/L6bQtkHSNiD+++H+vXh3/92zK6K1lb2wMDKsbpwBbBFoVLcHNmLf7o2Aw211q2BKcAvpTjXOlCpaKVUjFIq5m97YzixKUviOJWdx4s3NZP9fITNVfFw5ZkBTdiRksEvW/++J40QFc7T0xqrsmqVY3ZVli+HlSutzpCXl+k0TsEWhUoyEHzB4yDgLws0aK1Pa63PFn09F3BXStUuybkXvMd0rXWU1jrqb3tjOKnE9Ey+WJvIHe2DaR4o05FF+Rjcuj6tgqoxaf5esnOdcGVQ4XhGjbK6Ki+95FhdFa3hxRet7A88YDqN07BFobIRaKyUaqSU8gCGAnMuPEApVU8VtQOUUh2Lrnu8JOdWZm/M34O7qwtP9pf9fET5cXFRPD8wkiOnz/HpHwmm4whhdVVeeAHWrHGsGUCLFlmdoOefl26KDZW5UNFa5wMPAwuA3cB3WutdSqkxSqkxRYfdBuxUSm0D3geGakux55Y1kzPYdPAE83YeIbpbKHV85QdelK9OobXo37wuH67Yz7HT50zHEcIaqxISAv/8p2N0VbS2iqsGDazswmZsso6K1nqu1jpCax2mtZ5Q9NxHWuuPir6eqrVurrVurbXurLVec7lzKzutNRN+342/rycPdA01HUdUEs9eH0leQSHvLNpnOooQ1myZF1+01lX5+WfTaa5s9mzYuNG6XeUpa13ZkqxMa4fm7zzC5kOneKJvBD6eslCQqBiNavswvLO1u/Luw6dNxxEChg+39sl54QXIt+PtHgoKrNs9ERHWWjDCpqRQsTO5+YW8MX8PEXWrcnt72R1ZVKxHe4fj6+nGG/P3mI4ihLWi64QJsHs3fPGF6TSX9t//QmystQGhrEJrc1Ko2Jlv1h8k8XgWz10fiZur/PGIilXd24OHeoazfG8aa/anm44jhLWzcufO1m2grCzTaf4uK8vK1rGj7JBcTuQ3oR3JyM5j8pI4rgmrRY8mlWMKtrA/914TQkA1L16ft0cWgRPmKQVvvgmpqfDOO6bT/N2770JyMrz1lpVV2JwUKnbkoxX7OZmVx/iBkbK4mzDGy92VJ/pGsD05g7k7D5uOIwRcd53VrXj9datgsReHD1uZbrkFunY1ncZpSaFiJ45knOOzVQe4uU0gLerL4m7CrCHtgmhaz5c3F+wlN7/QdBwhYNIkyMuD8eNNJ/mf8eMhJwfeeMN0EqcmhYqdmLxkH4Va82S/JqajCIGri+L/BjTl4PEsZm44ZDqOEBAWBk88YQ2qXbvWdBpYvx4+/xwefxwaNzadxqlJoWIH9qed5buYZIZ1akhwTW/TcYQAoEcTfzqH1uT9JXGcOZdnOo4Q1hTg+vXhoYfMTlfOz4cHH7Q2HnzhBXM5KgkpVOzAWwv24uXmwsO9wk1HEeJPSimeuz6S45m5fLJSltYXdqBqVXjvPdi6FaZMMZdj2jTYssXK4utrLkclIYWKYVuTTjFv5xEe6BZK7aqymqGwL62Dq3NjqwA+XXWAtDM5puMIAbfeCjfcYC2tf+BAxV8/MdHq7Fx/Pdx2W8VfvxKSQsUgrTVvzNtDLR8PRslS+cJOPdmvCTn5hUxbFm86ihDWFOAPPrA+jxpVsfsAaQ3R0dbXH34o05EriBQqBq2MS2dtwnEe6RVOVVkqX9ipRrV9uCMqiK/XHyTphB0uuCUqnwYNrLVVli61ipaK8tFH1g7Jb70FDRtW3HUrOSlUDCkstLopwTWrcFcn+YEX9u3R3o1RSvHe4jjTUYSwjB4NAwbAU09Zy9eXt9hYePJJ6NfPuraoMFKoGPL7jsPEHj7Nk32b4OEmfwzCvgVUq8I9XRry85Zk9h09YzqOENZtl//8xxrMevvtkJlZftfKzIR//MMazPvFF3LLp4LJb0gD8gsKeWfRPprW82VQ60DTcYQokQd7hOPt4cZbC/aajiKEpV49+OYba9PCBx4on/Eq58el7NoFX35pXVNUKClUDPhxczIH0jN5sl8TXFykMheOoaaPBw90DWVh7FG2HDppOo4Qlj59rB2WZ860di+2tYkTrWLolVegf3/bv7+4IilUKlhOfgGTF8fROrg6fSLrmI4jRKmM7NqIWj4evCldFWFPnn0Whg2zFl/7/HPbve9//2tNRb7rLvtaur+SkUKlgn2z/hCpGed4pn8T2XhQOJyqnm481DOcNfuPsyou3XQcISxKwWefQd++MHKk1QEpq1mz4L77oHdv673l72tjpFCpQFm5+UxbFk+X0FpcG17bdBwhrsrdnRsQWM2LtxbuRVfkGhZCXI6HB/z8M3TrBnffXbaVaz/4wOqiXHcdzJ4NnrIYp0lSqFSg/6xOJP1sLk/1l40HhePydHPl0d6N2Zp0iqV7jpmOYze+//57mjdvjouLCzExMabjVE4+PvD77zBoEDz6qNVdySrF2j+Zmdag3LFjrdVv58+33lMYJYVKBcnIzuPjFfvpE1mH9g1rmI4jRJnc2j6IhrW8eXvhPgoLpasC0OW1vqsAACAASURBVKJFC3766Se6detmOkrl5u0NP/5ojS35z3+gRQv45ZfLzwjS2uqctG4NM2bAc89Z51SpUnG5xSVJoVJBPlmZwOlz+TzRV7opwvG5u7rwWJ/GxB4+zfxdR0zHsQuRkZE0aSL/f9sFV1d49VVYvty6bXPLLVbBMnEirF4NycnWx+rV1nMtW8LNN4O7OyxbZs0ecnU1/V2IIrJuewU4fjaHz1Yf4MZWATQL9DMdRwibGNS6PtOW7eedRfvo37werjLVXtibbt1gxw5rcO2HH1565k7HjtZsobvusooVYVekUKkAH63Yz7m8Ah7vG2E6ihA24+qieKJvBA99vZnZW1MY0i7IdKRy16dPH44c+XsHacKECQwePLjE7zN9+nSmT58OQFpams3yiWK4ucGIEdbH0aOwcSOkplqvBQZC+/YQEGA2o7gsKVTK2bHT5/jv2oPc3LY+Yf5VTccRwqYGNK9HswA/3lscx02tA3F3de67yYsXL7bJ+0RHRxNdtAtvVFSUTd5TlEDdunDjjaZTiFJy7r9V7MAHy/eTX6h5tFdj01GEsDkXF8WT/SI4dCKLHzYlm44jhHBCUqiUo8MZ2Xyz/hC3tQsipLZMcRPOqVfTOrQJrs77S+LIyS8wHceYn3/+maCgINauXcsNN9xAf1luXQibkFs/5Wjq0ng0mod7hZuOIkS5UUrxVL8m3D1jPd9uTGJElxDTkYy45ZZbuOWWW0p9XmJiYrG3f9LS0vD397dFNJuxx0xgn7lKkykxMbF8wzg4mxQqSqkBwGTAFfhUa/36Ra8PA/6v6OFZ4EGt9bai1xKBM0ABkK+1doobtkknsvguJok7ooIJrultOo4Q5era8Fp0CKnBtGXx3BEVjJe7TO0sqfT04rciiIqKsruF4+wxE9hnLnvM5KjKfOtHKeUKTAOuB5oBdyqlml102AGgu9a6FfAKMP2i13tqrds4S5ECVjdFKSXdFFEpKKV4vG8ER0/nMHPDIdNxhBBOxBZjVDoC8VrrBK11LjAL+Ms8Pa31Gq31+X3h1wFOPY8xMT2THzYnc1fHBgRUk5UNReVwTVhtOofW5IPl1nR8IYSwBVsUKvWBpAseJxc9dykjgXkXPNbAQqXUJqVUtA3yGPf+0jjcXBQP9QgzHUWICvV4nwjSzuTw1bqDpqM4vPPTl+2JPWYC+8xlj5kclSrr7qdKqduB/lrrUUWPhwMdtdaPFHNsT+AD4Dqt9fGi5wK11qlKqTrAIuARrfXKYs6NBqIBGjRo0P7gQfv8izAh7Sx93lnB/dc24oUbL74DJoTzG/bpOvYeOcPKZ3ri7SHj9YUQV6aU2nSp4R+26KgkA8EXPA4CUosJ0Qr4FBh8vkgB0FqnFn0+BvyMdSvpb7TW07XWUVrrKHsb3X2hqUvj8XBzYXR36aaIyunxPhGkn82VrooQwiZsUahsBBorpRoppTyAocCcCw9QSjUAfgKGa633XfC8j1LK9/zXQD9gpw0yGbE/7Sy/bE1heOeG+Pt6mo4jhBFRITXp2rg2H61IIDMn33QchzN//nyaNGlCeHg4r7/++pVPqABJSUn07NmTyMhImjdvzuTJk01H+lNBQQFt27blRjtacfbUqVPcdtttNG3alMjISNauXWs6kkMrc6Gitc4HHgYWALuB77TWu5RSY5RSY4oOexGoBXyglNqqlDo/Z6susEoptQ3YAPyutZ5f1kymSDdFCMvjfSM4kZnLF2sTTUdxKAUFBYwdO5Z58+YRGxvLzJkziY2NNR0LNzc33n77bXbv3s26deuYNm2aXeQCmDx5MpGRkaZj/MW4ceMYMGAAe/bsYdu2bXaXz9HYZGVarfVcrXWE1jpMaz2h6LmPtNYfFX09Smtdo2gK8p/TkItmCrUu+mh+/lxHtD/tLLO3pjCiSwi1q0o3RVRu7RrUoEcTfz5ZKV2V0tiwYQPh4eGEhobi4eHB0KFDmT17tulYBAQE0K5dOwB8fX2JjIwkJSXFcCpITk7m999/Z9SoUaaj/On06dOsXLmSkSNHAuDh4UH16tUNp3JssoS+jby/JA5PN1eiu4WajiKEXRjXuzEns/L471oZq1JSKSkpBAf/b8hfUFCQXRQEF0pMTGTLli106tTJdBQee+wxJk2ahIuL/fwqS0hIwN/fn/vuu4+2bdsyatQoMjMzTcdyaPbzp+vA4o+dZc62VEZc01C6KUIUaVvUVZm+cr90VUqouFmYSikDSYp39uxZbr31Vt577z38/PyMZvntt9+oU6cO7du3N5rjYvn5+WzevJkHH3yQLVu24OPjYzdjjRyVFCo28P6SOKq4uxLdVbopQlxIuiqlExQURFLS/5alSk5OJjAw0GCi/8nLy+PWW29l2LBhDBkyxHQcVq9ezZw5cwgJCWHo0KEsXbqUu+++23QsgoKCCAoK+rPjdNttt7F582bDqRybFCplFH/sDL9uT2VElxBqSTdFiL+QrkrpdOjQgbi4OA4cOEBubi6zZs1i0KBBpmOhtWbkyJFERkbyxBNPmI4DwMSJE0lOTiYxMZFZs2bRq1cvvvrqK9OxqFevHsHBwezduxeAJUuW0KyZrKlVFlKolNGUpfFWN0XGpghRrPNdlS9lXZUrcnNzY+rUqfTv35/IyEjuuOMOmjdvbjoWq1ev5ssvv2Tp0qW0adOGNm3aMHfuXNOx7NaUKVMYNmwYrVq1YuvWrYwfP950JIdW5pVpTYiKitL2sCtl/LGz9Ht3BQ90C+W562X6mRCXcs9nG9iRksEfz/TEx1NWqxVC/FV5r0xbaU1dWjTTR8amCHFZ4/o05kRmrnRVhBClJoXKVUpIs2b6DO/SUMamCHEF7RrUoHuEP9NlXRUhRClJoXKVzq9C+4B0U4QokfNdFdkDSAhRGlKoXIUD6Zmyp48QpdSuQQ26Nq7N9JUJZOVKV0UIUTJSqFyF892U6G6yp48QpfFYn8Ycz8zlm/WHTEcRQjgIKVRK6eBxq5syrJN0U4QorfYNa3JteC0+WpFAdm6B6ThCCAcghUopTV0aj5uLYnR3GZsixNUY1zuC9LM5zNwgXRUhxJVJoVIKSSey+GlLCnd2bEAdXy/TcYRwSB0b1aRzaE0+WrGfc3nSVRFCXJ4UKqXwwfJ4XF0UD/aQsSlClMW43hEcO5PDtxuTrnywEKJSk0KlhJJPZvHDpmSGdgimrp90U4Qoi86hNekYUpMPl+8nJ1+6KkKIS5NCpYQ+WrEfgDHdpZsiRFkppRjXpzFHTp/ju5hk03GEEHZMCpUSOJyRzXcbk7k9KpjA6lVMxxHCKVwTVov2DWvw4bJ4cvMLTccRQtgpKVRK4OMVCRRqzYPSTRHCZpRSjOvdmNSMc/y4WboqQojiSaFyBcdOn+ObDYe4tV0QwTW9TccRwql0bVyb1sHVmbYsnrwC6aoIIf5OCpUr+HhlAgWFmod6SjdFCFuzuirhJJ/M5uctKabjCCHskBQql5F2Joev1x/k5jb1aVjLx3QcIZxSzyZ1aFHfj2nL4smXrooQ4iJSqFzGp38kkJtfyFjppghRbpRSPNKrMQePZ/Hr9lTTcYQQdkYKlUs4kZnLl+sOclPrQEL9q5qOI4RT6xtZl6b1fJmyNJ6CQm06jhDCjkihcgkzViWQnVfAwz3DTUcRwum5uCge7d2YhLRMft9x2HQcIYQdkUKlGKeycvlizUEGtgigcV1f03GEqBQGNK9H4zpVmbIkjkLpqgghikihUozPVidyNiefh3tJN0WIiuLioni4Vzhxx84yf9cR03GEEHZCCpWLnD6Xx39WH6Bfs7pEBviZjiNEpXJjq0BCa/vwvnRVhBBFbFKoKKUGKKX2KqXilVLPFvO6Ukq9X/T6dqVUu5KeW9G+WJ3ImXP5PNq7sekoQlQ6ri6KsT3D2XPkDIt3HzUdRwhhB8pcqCilXIFpwPVAM+BOpVSziw67Hmhc9BENfFiKcyvM2Zx8Zqw+QO+mdWhRv5qpGEJUaoPbBNKgpjdTlsajtXRVhKjsbNFR6QjEa60TtNa5wCxg8EXHDAb+qy3rgOpKqYASnlthvlx7kFNZeTwi3RQhjHFzdWFszzB2pGSwfF+a6ThCCCAnv4ATmblGrm2LQqU+kHTB4+Si50pyTEnOrRBZufl8+kcC3SL8aRNc3UQEIUSRW9oGUb96Fd5fEiddFSHswPcxyVz7+lIOHs+s8GvbolBRxTx38d8slzqmJOdab6BUtFIqRikVk5Zm+39lubooxvVpzBN9I2z+3kKI0vFwc+HBHmFsOXSK1fHHTccRolLLzS/kw+X7iQzwpYGBzXltUagkA8EXPA4CLl4H+1LHlORcALTW07XWUVrrKH9//zKHvpinmysjuoRIN0UIO3F7VBD1/Lx4f0mc6ShCVGo/b0km5VQ2j/RujFLF9RfKly0KlY1AY6VUI6WUBzAUmHPRMXOAEUWzfzoDGVrrwyU8VwhRCXm6uTKmeygbEk+wLkG6KkKYkF9QyLRl+2kVVI0eEbZvEpREmQsVrXU+8DCwANgNfKe13qWUGqOUGlN02FwgAYgHPgEeuty5Zc0khHAOQzs2wN/XkylLpasihAmzt6Zy6EQWj/Qy000BcLPFm2it52IVIxc+99EFX2tgbEnPFUIIAC93V0Z3C+XV33ez6eAJ2jesaTqSEJVGQaFm2rJ4IgP86BNZx1gOWZlWCGHX7urUgFo+Hry/JN50FCEqld+2p5KQnsm43uHGuikghYoQws55e7jxQLdQVuxLY2vSKdNxhKgUCgs1U5fG06SuL/2a1TOaRQoVIYTdu7tzQ6p7uzNFZgAJUSHm7zpC3LGzPNwrHBcXc90UkEJFCOEAqnq6Meq6RizZc4ydKRmm4wjh1AoLNe8viSPM34eBLQNMx5FCRQjhGEZcE4Kfl5usqyJEOVu0+yh7jpzh4V7huBrupoAUKkIIB+Hn5c591zZiYexRdh8+bTqOEE5Ja6ubElLLm5taBZqOA0ihIoRwIPdf24iqnm5MXSozgIQoD0v3HGNX6mnG9gzHzdU+SgT7SCGEECVQzdude68JYe7Ow+w7esZ0HCGcyvluSnDNKtzc1sj+wMWSQkUI4VDuv64RVdxdpasihI2t2JfGtuQMxvYIx91OuikghYoQwsHU9PFgeJeG/Lo9lfhjZ03HEcIpaK2ZvCSO+tWrMKRdkOk4fyGFihDC4TzQNRQvN1emLZOuihC2sCo+nS2HTvFgjzA83OyrNLCvNEIIUQK1q3pyd+cGzN6awoH0TNNxhHBoWmsmL46jnp8Xt0fZVzcFpFARQjio6G5huLu6yFgVIcpobcJxYg6e5MEeYXi6uZqO8zdSqAghHJK/ryfDOjXkl60pHDwuXRUhrtbkxXH4+3ryjw7BpqMUSwoVIYTDGtM9FFcXJWNVhLhK6xKOs/7ACcZ0D8PL3f66KSCFihDCgdXx8+Kujg34aXMKSSeyTMcRwuFMXhxH7aqeDOvUwHSUS5JCRQjh0MZ0D8NFKT5YLl0VIUpjw4ETrE04zpjuoXbbTQEpVIQQDq5eNS/+0SGY72OSST4pXRUhSmrykn3UrurBsE4NTUe5LClUhBAO78EeYSgFHy7fbzqKEA4hJvEEq+OPE90tlCoe9ttNASlUhBBOILB6Ff7RIZjvYpJIOZVtOo4Qdm/ykjhq+Xhwd2f77qaAFCpCCCfxYI9wAD6QGUBCXNamgyf5Iy6dB7qF4u3hZjrOFUmhIoRwCvWrV+GOKOmqCHElk5fEWXtmOUA3BaRQEUI4kYd6Wl2VD2UGkBDF2nLoJCv3pfFA11B8PO2/mwJSqAghnMj5rsq3G5NIla6KEH/z3uI4ani7M7yLY3RTQAoVIYSTOd9VkXVVhPirTQdPsmJfGtHdwqjqIN0UkEJFCOFk6levwu3SVRHib95bvI+aPh6McKBuCkihIoRwQg/1CANkXRUhztt08AR/xKUT3c1xxqacJ4WKEMLpBNXw5vaoYGZtPCQzgITAGptSywG7KVDGQkUpVVMptUgpFVf0uUYxxwQrpZYppXYrpXYppcZd8Nq/lFIpSqmtRR8Dy5JHCCHOG1s0VkV2VhaVXUyi1U0Z3d0x1k25WFk7Ks8CS7TWjYElRY8vlg88qbWOBDoDY5VSzS54/V2tdZuij7llzCOEEIA1VmVohwZ8H5MkOyuLSu29xXHUruoYq9AWp6yFymDgi6KvvwBuvvgArfVhrfXmoq/PALuB+mW8rhBCXNFDPcNQKOmqiEprY+IJVsWnM7pbmEN2U6DshUpdrfVhsAoSoM7lDlZKhQBtgfUXPP2wUmq7Uuqz4m4dCSHE1QqoVoW7OjXg+03JHDouXRVR+by3eJ9Dd1OgBIWKUmqxUmpnMR+DS3MhpVRV4EfgMa316aKnPwTCgDbAYeDty5wfrZSKUUrFpKWllebSQohK7MEeYbi5KKYsjTMdRYgKtS7hOKvjjzOme5jd75B8OVcsVLTWfbTWLYr5mA0cVUoFABR9Plbceyil3LGKlK+11j9d8N5HtdYFWutC4BOg42VyTNdaR2mto/z9/Uv3XQohKq26fl4M69SQn7akkJieaTqOEBVCa807C/dRx9fTobspUPZbP3OAe4q+vgeYffEBSikFzAB2a63fuei1gAse3gLsLGMeIYT4mzE9QnF3VbwvXRVRSayKT2dD4gnG9gzHy91xuylQ9kLldaCvUioO6Fv0GKVUoFLq/Ayea4HhQK9ipiFPUkrtUEptB3oCj5cxjxBC/E0dXy+Gd27IL1tS2J921nQcIcqV1pp3Fu0jsJoXQzsGm45TZmUaAqy1Pg70Lub5VGBg0derAHWJ84eX5fpCCFFSo7uH8dW6Q0xeHMf7d7Y1HUeIcrN8bxpbDp3itVta4unm2N0UkJVphRCVRO2qntx7bQi/bk9l75EzpuMIUS7Od1OCa1bh9qgg03FsQgoVIUSlMbpbKFU93Hhn0V7TUYQoFwtjj7IjJYNHezXG3dU5fsU75uovdub+++/nt99+o06dOuzcWbLxwLVr1yYkJKR8gwm7lpiYSHp6uukYlUp1bw9Gdm3Ee4vj2JGcQcugaqYjCWEzhYWadxfto1FtH25p6zzrqkqhYgP33nsvDz/8MCNGjCjxOSEhIcTExJRjKmHvoqKiTEeolEZe14jP1yTy9qK9fH7fJVdEEMLhzN15mD1HzvDeP9rg5iTdFJBbPzbRrVs3atasaTqGEKIEfL3cGdM9jOV704hJPGE6jhA2kV9QyLuL9tG4TlVuah1oOo5NSaFSCSWeSuT5Jc8z8OuBtPu4HVHToxjy7RA2pW4yHU2ICjGiS0NqV/Xk7YX7TEcRwiZ+3pLC/rRMnuwXgatLsRNtHZYUKhVo+vTpREVFERUVRUVvA6C1JivP2uvkRPYJ3lj9BqlnUgn0DcTfx59dabuw1uaDncd2EpMqt6WE8/L2cGNszzDWJhxnTbyMExKOLSe/gPcWx9GyfjX6N69nOo7NyRiVChQdHU10dDRQseMTDp85zKhfR1HDqwZfDfmKtvXakv5MOtW9qhd7/Gt/vMasnbN4uOPDTOo7CS83rwrLKkRFubNjA6avTOCthXv5MazWn4W6EI7m241JpJzK5rUhLZ3y51g6Kk5uTdIa2n7clmUHltGxvjVwUCl1ySIF4KMbP2Jsh7FM2TCFLjO6kJSRVFFxhagwXu6uPNKrMZsPnWLpnmK3KRPC7mXnFjBlaTwdG9WkW+PapuOUCylUbODOO++kS5cu7N27l6CgIGbMmGE6EgCz98ym1xe98PX0JSY6hkc7PVqi8/w8/ZgycAq/3fkbCScT6PRpJ/amy7oTwvncHhVESC1v3lywl8JCbTqOEKX2xdpE0s7k8HT/Jk7ZTQEpVGxi5syZHD58mLy8PJKTkxk5cqTpSJzJOcOoX0fRul5r1o1cRzP/ZqV+jxsibmDVfavoHNSZAN+AK58ghINxd3Xh8b4R7Dlyhl+3p5qOI0SpnD6Xx4fL99OjiT8dQpx35qkUKk7K19OXZfcsY/HwxdTyrnXV79Oybkt++sdP+Hn6kZ2XTeoZ+ctcOJebWgUSGeDH2wv3kZtfaDqOECX26R8HyMjO46l+TUxHKVdSqDiZPel7eG/de2itaVGnBb6evjZ776E/DqXfl/04kyP7pAjn4eKieKZ/Ew6dyOLbGBmPJRzD8bM5zPgjgYEt69GivnOvsCyFihPJOJfB4FmDmbhqIsezj9v8/R/t+Ch70vcw/OfhaC3384XzsFrnNZiyJI7s3ALTcYS4oqnL4snOK+CJvhGmo5Q7KVSchNaakXNGsv/Efr677Ttqe9t+9Hfv0N681e8tZu+dzdtr37b5+wthilKKZwY05diZHD5fk2g6jhCXlXQii6/XHeL29sGE17Fd19xeSaHiJKZvms6Pu39kYu+JdA/pXm7XGddpHLc1u41nFz/LhpQN5XYdISpah5Ca9Gziz4fL48nIyjMdR4hLenfRPpSCx/o2Nh2lQkih4gSOZx3nyYVP0i+sH09e82S5XkspxSc3fUK/sH6yEJxwOk/1b8Lpc/l8vHK/6ShCFGv34dP8vDWFe68JIaBaFdNxKoSsTOsEannX4tc7fyWiVgQuqvxrz+pe1Zk7bG65X0eIitY8sBqDWgfy2eoD3HNNCHX9pBgX9uXNBXvx9XTjwR5hpqNUGOmoOLgT2dburz0b9aS+X/0KvfaZnDM8MOcBVh1aVaHXFaI8PdWvCQWFmvcWy4aFwr5sOHCCpXuOMaZHGNW9PUzHqTBSqDiwQxmHaDS5EZ9t+czI9ZVSLEpYxOjfRpNbkGskgxC21qCWN8M6NeTbjUnEH5Op+MI+aK15Y/4e6vp5ct81jUzHqVBSqDiwcfPHkVeQR69GvYxcv6pHVaYOnEpsWixvrXnLSAYhysMjvcLx9nDjjfmydYSwD4t3H2PTwZOM6x1BFQ9X03EqlBQqDmpu3Fx+2fMLL3Z/kZDqIcZy3BhxI0MihzDhjwmyeaFwGrWqejKmeyiLYo8Sk3jCdBxRyeUXFDJp/h5Ca/twR1SQ6TgVTgoVB5RbkMvjCx4nolYET3R5wnQc3u73NoW6kOeWPGc6ihA2c/91jajj68lrc3fLAofCqO9ikok7dpZnBjTFzbXy/dqufN+xE9iYspGDpw7ybv938XA1P6AqpHoIXw/5mgm9JpiOIoTNeHu48XjfCDYfOsWCXUdNxxGVVGZOPu8s2kdUwxr0b17XdBwjpFBxQNc2uJYD4w4wsPFA01H+NCRyCA2rNwSQf30Kp3F7+yDC/H2YtGAP+QWyYaGoeNNXJpB+NofxN0SilDIdxwgpVBzMvuPWlMkA3wDDSf7uRPYJ+n/Vn1k7Z5mOIoRNuLm68H8DmpKQlsmsjTIGS1Sso6fPMX1lAje0DKBdgxqm4xgjhYoDSTiZQIsPWvDu2ndNRylWda/qHMs8xvil48nJzzEdRwib6NusLh0b1eTdRfs4c06W1hcV591F+8gvLOSZAU1MRzFKChUH8uKyF3FzceOO5neYjlIsF+XCG33eIPFUIh9v+th0HCFsQinFCzdEcjwzlw+Xy9L6omLsO3qG72KSGN45hIa1fEzHMapMhYpSqqZSapFSKq7oc7G9KaVUolJqh1Jqq1IqprTnC9h+dDtf7/iacZ3GVfgKtKXRN7QvPUN68urKVzmTI4tlCefQKqg6Q9rW59NVB0g+mWU6jqgEJs7djY+nG4/0CjcdxbiydlSeBZZorRsDS4oeX0pPrXUbrXXUVZ5fqf1z2T+p5lmNZ659xnSUy1JKMbH3RNKy0pi2cZrpOELYzFP9m6CASbIInChnq+PTWbY3jYd7hlPDx/zMTtPKWqgMBr4o+voL4OYKPr9SSM9KZ13yOp6+5mlqVLH/plOnoE58PeRrHurwkOkoQthMYPUqRHcLZc62VLYcOmk6jnBSBYWaV36LJahGFe65JsR0HLtQ1kKlrtb6MEDR5zqXOE4DC5VSm5RS0VdxfqVW27s2CY8m8HiXx01HKbG7Wt6Fn6ef6RhC2NTo7mHUrurJq7/LInCifMzaeIg9R84wfmAkXu6Va6n8S7lioaKUWqyU2lnMx+BSXOdarXU74HpgrFKqW2mDKqWilVIxSqmYtLS00p7usI5lHiO/MB8fDx+83b1NxymVNUlruPaza//c4VkIR1fV042n+kWw6eBJ5u08YjqOcDKnz+Xx9sJ9dAypyfUt6pmOYzeuWKhorftorVsU8zEbOKqUCgAo+nzsEu+RWvT5GPAz0LHopRKdX3TudK11lNY6yt/fvzTfo0O7+6e76flFT4f815ufpx9rktbwztp3TEcRwmZujwqmaT1fJs7bzbm8AtNxhBOZujSek1m5vHhTs0q7uFtxynrrZw5wT9HX9wCzLz5AKeWjlPI9/zXQD9hZ0vMrszVJa1iUsIhBEYMc8oe2RZ0W3N7sdt5f/z4ns+WevnAOri6KF25oRtKJbGasOmA6jnASiemZ/Gf1AW5vH0SL+tVMx7ErZS1UXgf6KqXigL5Fj1FKBSql5hYdUxdYpZTaBmwAftdaz7/c+cLy8oqXqe1d26EHpf6z2z85k3uG99a9ZzqKEDZzXePa9GtWl2nL4jmScc50HOEEJszdjYerC0/1r9yLuxWnTIWK1vq41rq31rpx0ecTRc+naq0HFn2doLVuXfTRXGs94UrnC9iQsoEF+xfwZJcn8fFw3MV+WtZtyZDIIUxeP5lT506ZjiOEzbxwQzPyCzWvz9ttOopwcKvj01kUe5SxvcKp4+tlOo7dkZVp7dTnWz+nZpWajO0w1nSUMnup+0tMHjAZH3fHLbiEuFiDWt5Edw3ll62pbDoo/8YSVye/oPDP6cj3X9vIdBy7JIWKnZpy/RRW3bcKX09f01HKrFXdVtzT5h7cXd1NRxHCph7qGUY9Py/+NSeWwkLHG/AuzPt6vTUd+XmZjnxJM9z7agAAHWdJREFUUqjYodyCXFxdXIn0jzQdxWYKdSFvr3mbGZtnmI4ihM14e7jx3MCm7EjJ4PtNsruyKJ30szm8tXAvXRvXZoBMR74kKVTszJ70PdR/pz5LDyw1HcWmXJQL8+Ln8cKyFziXL4MPhfMY1DqQqIY1mDR/LxnZsruyKLlJ8/dwLq+Al25q7pAzOyuKFCp25vVVr5OZm0nLOi1NR7G557s+z5GzR/hsy2emowhhM0op/jWoOSeycpm8OM50HOEgNh86yXcxydx/XSPC61Q1HceuSaFiI/Pnz6dJkyaEh4fz+utXN8v64KmDfLX9K6LbR+Pv43yL2vUI6UGXoC5MWj2JvAL5l6dwHi3qV+POjg34Ym0isamnTccRdq6gUPPS7F3U9fPkkV6NTcexe1Ko2EBBQQFjx45l3rx5xMbGMnPmTGJjY0v9PpNWT8JFufDUNU+VQ0rzlFKM7zqegxkH+WbHN6bjCGFTz/RvQrUq7vxz9k4ZWCsu69uNSexIyWD8wEiqerqZjmP3pFCxgQ0bNhAeHk5oaCgeHh4MHTqU2bNLt8ju8azjzNgyg3ta30OQX1A5JTXvhsY3MKrtKMJqhpmOUiFyC3JNRxAVpLq3B89e35RNB0/yw+Zk03GEnTqZmcukBXvo1Kgmg1oHmo7jEKSUs4GUlBSCg4P/fBwUFMT69ev/dtz06dOZPn06ABdvrFjLuxZLRiyhvl/98g1rmFKKTwZ9YjpGhRk8azBBvkGV6nuuzG5rF8R3G5OYOHc3fSPrUsPHw3QkYWcmLdjLmXP5/HuwDKAtKemo2EBxGwYW9wMYHR1NTEwMMTExFLex4rUNriWkekh5RLQ7qWdSeWvNWw652WJJxaTGMD9+fqXpHglwcVG8cnMLTp/LZ9KCvabjCDuz6eAJZm44xH3XhNC0np/pOA5DChUbCAoKIinpf2soJCcnExgoLb3LmRc3j6cXPc2C/QtMRyk3E1dNpJpnNR6MetB0FFGBIgP8uO+aEGZtPMTmQ7IZp7DkFRQy/qedBFbz4vG+EabjOBQpVGygQ4cOxMXFceDAAXJzc5k1axaDBg0yHcuuDW89nCC/ICb8MeHKBzug/2/vvuOyrPc/jr8+TAFRHOAAR4oi4UDEVcfMsizrZLmyzGOOLFPLyrJ5TjuPmdkus2Guypypv0wt00xzoCbuESouMEREZH9/f3DnsTJREb7XDZ/n48GD+7rX9fbSx+3n/s4tyVuYuXUmQ1sNpWI53Qm1rBl+XUNCAn15ZnY8uXn5tuMoB/hw+R62HznB810aE6ADaC+IFiqXgJeXF2+//TadOnUiMjKSnj17EhUVZTuWo/l4+vDoFY/y474fWbZ3me04l1xlv8o83OZhhrcZbjuKsqC8rxf/vjmKzQfT+PSnBNtxlGX7fsvgzSU76RRVjY6XV7Mdx+1ooXKJdO7cmR07drB7926eeuop23HcwsCYgQT7B5fKVpXq5avzWqfXqOpf1XYUZUnnJtW5plEIr327g/0pGbbjKEuMMTwzJx5P18KA6sJpoaKs8ff257ErH6OKX5VSNY33zZ/fZGnCUtsxlGUiBQNrPQSemh1fqgeOq783f9MhftiRzIhOEdSo6Gc7jlvSQkVZNeKKEUztNhUfz9IxjTMxLZER347gi/gvbEdRDhAa5MdjNzRi2Y5kZm84YDuOKmHHT+Xw3NdbaBJakX+1rWs7jtvSQkU5wqYjm9j5m/vvkzJ6xWgMhsf/8bjtKMoh7mpTh5jaQTz/9RZ+S8+yHUeVoJfmbyHlZDavdG2Cp4eumXKxtFBR1mXkZNDuk3Y8+d2TtqMUyaEThxi/bjx9m/WlTlAd23GUQ3h6CKO6NSU9K5cX5l341hrKPS3bkcyXaxO596p6NA7VmX9FoYWKss7f259hrYbx1ZaviE+Ktx3nor3606vk5ufyxD+esB1FOUzDaoEMvjqc2RsO8v32JNtxVDFLz8rliZmbCA8pzwPX6qaDRaWFinKE4W2GE+gTyAvLXrAd5aLVq1SPh9o8pCvRqrMa0qE+4SHleWrmJk5k6u7hpdmo/9vKweOnGN29KeW8PW3HcXtaqChHqOJfhQdaP8D0zdPdtlVlaKuhvHr9q7ZjKIfy9fJkdPemHE7L5MV5W23HUcXkp91HmbxqHwOuvIyY2pVsxykVtFBRjvFw24epXr46vxz5xXaUC3LwxEE+2/gZufm5tqMoh4upXYl729fni7X7+X6bdgGVNhnZuTw+YxN1q/jzyPURtuOUGlqoKMeo7FeZXx/8lTub3Gk7ygV5efnLDJg7gP3H9xf+ZFXmDe/YgIhqgYyc8QupGaVn/SAFry7czr6UDP7brSl+Ptrlc6looaIcxdfLF2MMqw+sth3lvCSkJjB+3Xj6R/fnskqX2Y6j3ICvlyev9WxGyslsnp272XYcdYms2HWUT1Yk0LdtHVrXq2I7TqmihYpynE83fErrCa1ZsW+F7SiFev6H5/EQD55p/4ztKMqNNA6tyJAOBbOAvok/bDuOKqLjGTk88uVG6gcH8PiNkbbjlDpaqCjH6RnVk2oB1XhiyROOXnZ8S/IWJm6cyP0t7yesQpjtOMrNDL0mnKiaFXhq1iZdCM7NPT0nnqPpWYy7vbl2+RQDLVSU4wT4BPDv9v9m+b7lLNi5wHacv5WamUpszViebOfeC9UpO7w9PRjbM5oTmbmMnPGLo4ty9ffmbDjA1xsPMrxjA5qE6cJuxUELFeVI98TcQ4PKDXhs8WOOnU1zRa0r+Hngz7pDsrpoEdUDGXljIxZvTWLSqr2246gLdCD1FE/PjqdFnUrc117XTyouRSpURKSyiCwSkZ2u33+ZNC4iESKy4YyfNBEZ7nrsWRE5cMZjnYuSR5Ue3p7evHLtK6RmprLn2B7bcf4g3+Tz7pp3Sc9Otx1FlQL9r6zL1RHBvDh/K9sOp9mOo85Tfr5hxJcbyc83vN4zGi9P/d5fXIp6ZR8HlhhjGgBLXMd/YIzZboyJNsZEAy2ADGDWGU95/ffHjTHObedXJa5rZFd2DttJwyoNbUf5g6mbpjJkwRBmb5ttO4oqBUSEMT2aUaGcNw9MW09mTp7tSOo8fLBsDyv3/MZ//hlF7Sr+tuOUakUtVLoAE123JwK3FvL8a4Hdxhht41SFEhH8vf3JzstmacJS23EASM9OZ+TikbSs2dLt1ntRzlW1vC9jezZjx5F0XpyvGxc63dqEFMZ8u52bmtSgR6wOpC9uRS1UqhljDgG4focU8vxewLQ/3TdURH4RkY/P1nWk1LNLn+W6SdexNdn+suMvLXuJgycO8sYNb+Ah2tSrLp2rGgZzT7vLmLxqHws365Rlpzp2Mpth09YTVsmPV7o1QURsRyr1Cv2kFZHFIhJ/lp8uF3IiEfEBbgGmn3H3e0B9IBo4BLx2jtcPEpG1IrI2OTn5Qk6t3NzwNsMJ8A5gyIIhVmdGbEnewpiVY7g7+m7a1mprLYcqvR7t1IgmoRUZOeMXEo9l2I6j/iQ/3/DI9I38lp7NO3fGUKGct+1IZUKhhYoxpqMxpvFZfuYAR0SkBoDr97k2r7gRiDPGHDnjvY8YY/KMMfnAh0Crc+QYb4yJNcbEBgcHn++fT5UCIQEhjOo4iu8TvmfSL5Os5fDx9OHG8Bv5b8f/WsugSjcfLw/euqM5eXmGIVPiyMrV8SpO8uHyPXy3LYmnb46kcahORS4pRW27ngv0dd3uC8w5x3Pv4E/dPr8XOS63Ae65ba4qdoNaDKJtWFseXvgwR9KPFP6CYhBeOZy5d8wlJKCwHk6lLl7dqgGM6dmMjYnHee5rHa/iFOv2pjB64XY6N6lOnzZ1bMcpU4paqIwCrhORncB1rmNEpKaInJ7BIyL+rsdn/un1o0Vkk4j8AnQAHipiHlVKeYgHE26ZQP3K9UnNTC3Rc+9N3UufWX1IOqm73aqS0SmqOve1r8/Un/fx1bpE23HKvKPpWQybup7QID9GdWuq41JKmFdRXmyM+Y2CmTx/vv8g0PmM4wzgL7s0GWP6FOX8qmy5PPhyVg1YVaIfEvkmn35z+rHm4Bpe6PBCiZ1XqRHXN2Tj/lSemrWJyBqBRNXUrgYbcvLyuX9KHL+dzGbG4Ct0XIoFOm1BuRURIS0rjfvm3VciC8GNXjGa7xO+Z1yncdQNqlvs51Pqd16eHrx1Z3Mq+fsweHIcxzNybEcqk57/egurf01hdPemOi7FEi1UlNtJOZXCF5u/oMf0HmTlFt9mbsv3Lufp756mZ1RP+jfvX2znUervVC3vyzu9Yzh0/BQPfrGe3Lx825HKlM9X72PSqr3ce1U9ukSH2o5TZmmhotxO3aC6fNrlU+IOxXH//PuLZcqyMYaHFj5EvUr1GH/zeO2TVta0qFOJ525pzNLtyby0wP5aQmXFur0pPDMnnqsaBvPYDY1sxynTijRGRSlbujTqwtPtnubF5S8SGRzJiCtGXNL3FxHm3TmP45nHqVhOm3uVXXe2rs3u5HQ++vFX6gWX11knxezw8UzumxxHaJAfb/VqjqeHflGxSVtUlNt6rsNz9Li8B6NXjObYqWOX5D2zcrMYt2ocefl5VC9fnYiqEZfkfZUqqic7R3JtoxCenbuZZTt00cvikp6Vy4CJa8jIymX8v2Kp6K+DZ23TQkW5LQ/xYNJtk1g1cBWV/Iq++8KpnFN0+7IbDy18iGV7l12ChEpdOp4ewht3NKdBSHmGTIlj55ETtiOVOjl5+QyevI5th0/wdu8YGlYLtB1JoYWKcnO+Xr7Uq1QPgCeXPMmYn8Zc1JiV5JPJdJrciQU7F/D+Te/T4bIOlzqqUkVW3teLj+5uia+3J/0nruFoevENJi9rjDE8PmMTy3ce5ZXbmtAhQhd2dAotVIpo+vTpREVF4eHhwdq1a23HKbPy8vPYlbKLRxc9Sq8ZvUg5lXLer12VuIrYD2NZc3AN07pN497Ye4sxqVJFExrkx4S+sSSfyKLvx6tJy9Rpy5fC2EU7mBGXyPCODejZspbtOOoMWqgUUePGjZk5cyZXXXWV7ShlmqeHJ593/5xR145ixpYZNHq7Ee+tee+c05fzTcFUT28Pb/y9/Vnebzm3N769pCIrddGiawXx/l0t2HHkBAM/XUtmju4JVBRTf97HW9/t4vbYWjx4bQPbcdSf6KyfIoqMjLQdQbl4iAcj/zGSG8JvYMiCIQxfOJzbG9+Or5cvqxJXcTTjKFm5WexM2cniPYupXr46k7tOpkXNFsQPjsfTw9P2H0Gp83Z1RAhje0bzwOfruX9KHB/0aYG3p373vFD/t+kQT8/exNURwbx4W2NdisCBtFApQePHj2f8+PEAJCfrqP3i0qx6M5b3W86W5C1U9qsMwKOLHuXHfT+efk5k1Uja12l/+liLFOWO/tmsJmmZOTw1K54R0zfyes9oPHQq7Xn7dvNhhk1bT0ztSrxzZ4wWeg6lhcp56NixI4cPH/7L/S+99BJdunQ57/cZNGgQgwYNAiA2NvaS5VN/JSJEhUSdPp7SdQqH0w/j4+lD3aC6BJULsphOqUund+s6HD+Vw+hvthNYzosXumirwPlYsvUIQ6bG0Ti0Ip/0a0mAr/536FT6N3MeFi9ebDuCKqLaFWtTu2Jt2zGUKhaD29cn7VQu7/+wm7x8w0u3NtGWlXNYuj2JwZPjiKxRgYn9WxGoGw06mhYqSinl5kSEkTdE4OUhvP39LrJy8hndvSle2pXxFz/uPMqgSesIDynPZ/1bUdFPixSn00KliGbNmsWwYcNITk7mpptuIjo6moULFxb6uoSEhL90/yQnJxMcHFxcUS+aE3M5MRNcWK6EhITiDaPKFBFhRKcIynl7MObbHWTl5jOuV7SOuzjDN/GHeODzDdSrGsDkga0J8vexHUmdBymODd2KW2xsrCmNa5bExsY6ci0WJ+ZyYiZwbi5VtkxYvocX52+lY2Q13undHF8vHSw+edVenpkTT/NaQXx8d0stUhxGRNYZY846eFNLbaWUKmUGtqvHC7c2ZvHWI/T5aDXHTmbbjmSNMYZxi3fw9Ox4OkSEMGVgGy1S3IwWKkopVQr1aVOHN+9ozob9qdz27gp2J6fbjlTi8vINT82OZ9zinXSLCeODPi3w89HWJXejhYqD/D512WmcmMuJmcC5uVTZdEuzmky7pw0nMnO57Z0V/LT7qO1IJSY1I5t+n65h6s/7uK99fcb0aKrjddyUjlFRSqlSbn9KBv0/XcOvR0/y4q2N6dWqdE/V33zwOPdNXsfh45k8e0sUvVvXsR1JFULHqCilVBlWq7I/M+6/grb1q/D4zE2MmL6Rk1m5tmMVi1nrE+n67k/k5Bq+uLetFimlgBYqSilVBlQo580nd7fkgWvCmRGXyD/f+pH4A8dtx7pkMnPy+M+ceB76YiPRtYL4etg/iKldyXYsdQlooeIQ33zzDREREYSHhzNq1CjbcQDYv38/HTp0IDIykqioKN544w3bkU7Ly8ujefPm3HzzzbajnJaamkr37t1p1KgRkZGRrFy50nYkpf7Ay9ODh6+PYOrANpzMzqXruz/x0Y+/4o5DAM4Ut+8Ynd9czsSVexnwj8uYPLA1wYG+tmOpS0THqDhAXl4eDRs2ZNGiRYSFhdGyZUumTZvG5ZdfbjXXoUOHOHToEDExMZw4cYIWLVowe/Zs67kAxo4dy9q1a0lLS2PevHm24wDQt29f2rVrx8CBA8nOziYjI4OgIN1TSDlTyslsHvtqI4u3JtGuQVWe79KYy6oG2I51QTJz8nh90Q4+XL6H6hXK8d/uTWnXwHkLQarC6RgVh1u9ejXh4eHUq1cPHx8fevXqxZw5c2zHokaNGsTExAAQGBhIZGQkBw4csJwKEhMTmT9/PgMHDrQd5bS0tDSWLVvGgAEDAPDx8dEiRTla5QAfPvxXLC/c2pgN+1Lp9Poyxn67ncycPNvRzsuahBRuenM5Hyzbw+0ta7Pwoau0SCmltFBxgAMHDlCrVq3Tx2FhYY4oCM6UkJDA+vXrad26te0oDB8+nNGjR+Ph4Zx/vnv27CE4OJh+/frRvHlzBg4cyMmTJ23HUuqcRIQ+beqw5JH2dG5SnTe/20XHsT+weMsR29H+1q6kdO75bC093l/Jqew8Jg1oxStdm+jGgqWYcz7py7Czdb85aZv29PR0unXrxrhx46hQoYLVLPPmzSMkJIQWLVpYzfFnubm5xMXFMXjwYNavX09AQIBjxhopVZiQCuUY16s50+5pg5+3JwM/W0uP93/i++1Jjhm/kpSWyRMzN9Fp3DJW7v6NEdc3ZPEj7bUVpQzQTQkdICwsjP37958+TkxMpGbNmhYT/U9OTg7dunWjd+/edO3a1XYcVqxYwdy5c1mwYAGZmZmkpaVx1113MXnyZKu5wsLCCAsLO93i1L17dy1UlNtpW78KCx5sx9Sf9/HBD7vp98kaGodWYGiHcK6/vDoeHiX/BWrb4TQ+W7mXWXEHyM3Pp0+bOgy7Jpwq5XWwbFmhg2kdIDc3l4YNG7JkyRJCQ0Np2bIlU6dOJSoqymouYwx9+/alcuXKjBs3zmqWs1m6dCljxoxxzGDadu3aMWHCBCIiInj22Wc5efIkr776qu1YSl2U7Nx8Zq1P5L2lu0n4LYPLqgZwW/NQukTXpE6V4h10m52bz8LNh5m0ci+rE1Lw9fLglmY1GXpNeLGfW9lxrsG0RWpREZEewLNAJNDKGHPW6kFEbgDeADyBCcaYUa77KwNfAHWBBKCnMeZYUTK5Iy8vL95++206depEXl4e/fv3t16kQEHrxaRJk2jSpAnR0dEAvPzyy3Tu3NlyMmd666236N27N9nZ2dSrV49PPvnEdiSlLpqPlwe3t6xNt5gw5m86xJSf9zF20Q7GLtpB89pBdGlWk2saVaNWZb9L0lWdcjKbZTuS+W5bEst2JpOakUPtyv482bkRPVrUolKAbiRYVhWpRUVEIoF84ANgxNkKFRHxBHYA1wGJwBrgDmPMFhEZDaQYY0aJyONAJWPMyMLOW9paVJRSyh0cSD3F1xsPMnv9AbYdPgFA1fK+tKgTRIs6lWgWFkTNID+CA30p5/33m/8dO5nNzqR0drl+Nuw/xvr9qRgDVQJ8aB8RzD+b1qR9w2Ar3U2q5BVbi4oxZqvrBOd6WitglzFmj+u5nwNdgC2u31e7njcRWAoUWqgopZQqeaFBftzXvj73ta/PrqQTrNqTQtzeY6zbd4yFm/84U6iinzfBgb74+3iSlZNPZm4eWTn5ZGTnkpb5v+X7/bw9iageyAPXNOCaRiE0Ca2oxYn6g5IYTBsK7D/jOBH4fY5rNWPMIQBjzCERCfm7NxGRQcAggNq1S/eGWkop5XThIYGEhwRyV5uCvXSST2QRf/A4SWmZJKVlkXQii6QTmWTl5lPOy5Ny3h74un7XquxP/ZDyNAgpT82KflqYqHMqtFARkcVA9bM89JQx5nxWJTvbv8AL7m8yxowHxkNB18+Fvl4ppVTxCQ70pUPE337XVOqiFVqoGGM6FvEciUCtM47DgIOu20dEpIarNaUGkFTEcymllFKqFCmJBd/WAA1E5DIR8QF6AXNdj80F+rpu9wXsrxuvlFJKKccoUqEiIreJSCLQFpgvIgtd99cUkQUAxphcYCiwENgKfGmM2ex6i1HAdSKyk4JZQbpCllJKKaVO0wXflFJKKWWV7p6slFJKKbekhYpSSimlHEsLFaWUUko5lhYqSimllHIsLVSUUkop5VhaqCillFLKsbRQUUoppZRjaaGilFJKKcfSQkUppZRSjuWWK9OKSDKwt5jevipwtJjeuzTQ61M4vUaF02t0bnp9CqfXqHDudI3qGGOCz/aAWxYqxUlE1v7dMr5Kr8/50GtUOL1G56bXp3B6jQpXWq6Rdv0opZRSyrG0UFFKKaWUY2mh8lfjbQdwOL0+hdNrVDi9Ruem16dweo0KVyqukY5RUUoppZRjaYuKUkoppRxLCxUXEblBRLaLyC4Redx2HqcRkY9FJElE4m1ncSoRqSUi34vIVhHZLCIP2s7kJCJSTkRWi8hG1/V5znYmpxIRTxFZLyLzbGdxIhFJEJFNIrJBRNbazuM0IhIkIl+JyDbX51Fb25mKQrt+KPhQAHYA1wGJwBrgDmPMFqvBHERErgLSgc+MMY1t53EiEakB1DDGxIlIILAOuFX/HRUQEQECjDHpIuIN/Ag8aIxZZTma44jIw0AsUMEYc7PtPE4jIglArDHGXdYIKVEiMhFYboyZICI+gL8xJtV2roulLSoFWgG7jDF7jDHZwOdAF8uZHMUYswxIsZ3DyYwxh4wxca7bJ4CtQKjdVM5hCqS7Dr1dP/pN6U9EJAy4CZhgO4tyPyJSAbgK+AjAGJPtzkUKaKHyu1Bg/xnHieh/MKoIRKQu0Bz42W4SZ3F1aWwAkoBFxhi9Pn81DngMyLcdxMEM8K2IrBORQbbDOEw9IBn4xNV9OEFEAmyHKgotVArIWe7Tb3rqoohIeWAGMNwYk2Y7j5MYY/KMMdFAGNBKRLQb8QwicjOQZIxZZzuLw11pjIkBbgSGuLqmVQEvIAZ4zxjTHDgJuPW4Sy1UCiQCtc44DgMOWsqi3Jhr7MUMYIoxZqbtPE7laopeCtxgOYrTXAnc4hqD8TlwjYhMthvJeYwxB12/k4BZFHTfqwKJQOIZrZVfUVC4uC0tVAqsARqIyGWugUe9gLmWMyk34xos+hGw1Rgz1nYepxGRYBEJct32AzoC2+ymchZjzBPGmDBjTF0KPoe+M8bcZTmWo4hIgGuwOq4ujesBnY3oYow5DOwXkQjXXdcCbj2g38t2ACcwxuSKyFBgIeAJfGyM2Ww5lqOIyDTgaqCqiCQC/zHGfGQ3leNcCfQBNrnGYQA8aYxZYDGTk9QAJrpm2XkAXxpjdPqtulDVgFkF3wvwAqYaY76xG8lxhgFTXF+89wD9LOcpEp2erJRSSinH0q4fpZRSSjmWFipKKaWUciwtVJRSSinlWFqoKKWUUsqxtFBRSimllGNpoaKUUkopx9JCRSmllFKOpYWKUkoppRzr/wGeRV8RZiHGGwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(9,6)) #fig就是整张图片\n",
    "\n",
    "x= np.linspace(0,2*np.pi,100)\n",
    "y =np.sin(x)\n",
    "\n",
    "plt.plot(x,y)\n",
    "\n",
    "#left和bottom是坐标位置，范围0-1，0表示左下角，1表示右下角\n",
    "ax = plt.axes([0.6,0.6,0.2,0.2])#轴面,rect:[left, bottom, width, height]\n",
    "ax.plot(x,y,color='red')\n",
    "\n",
    "ax = fig.add_axes([0.2,0.2,0.2,0.2])\n",
    "ax.plot(x,y,color='green',ls = '--')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "competent-concern",
   "metadata": {},
   "source": [
    "### 多图布局分格显示"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "automotive-polymer",
   "metadata": {},
   "source": [
    "#### 均匀（subplots）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "engaged-rates",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 864x648 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "x = np.linspace(0,2*np.pi,200)\n",
    "\n",
    "\n",
    "# sharex:所有⼩图共享x轴 sharey:表示所有⼩图共享y轴 坐标轴以所有⼩图中范围最⼤的进⾏显示\n",
    "fig,((ax11,ax12,ax13), (ax21,ax22,ax23),(ax31,ax32,ax33)) = plt.subplots(3, 3)#返回子视图\n",
    "\n",
    "fig.set_figwidth(9)\n",
    "fig.set_figheight(6)\n",
    "\n",
    "\n",
    "ax11.plot(x,np.sin(x))\n",
    "ax12.plot(x,np.cos(x))\n",
    "ax13.plot(x,np.tan(x))\n",
    "ax21.plot(x,np.tanh(x))\n",
    "ax22.plot(x,np.sin(x*x))\n",
    "ax23.plot(x,np.cos(x*x))\n",
    "ax31.plot(x,np.sin(x)*np.cos(x))\n",
    "ax32.plot(x,np.sin(x)+np.cos(x))\n",
    "ax33.plot(x,np.sin(2*np.pi*x)*np.exp(-x))\n",
    "\n",
    "plt.tight_layout()#紧凑布局"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abandoned-replacement",
   "metadata": {},
   "source": [
    "### 不均匀布局"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "appreciated-sleeve",
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import gridspec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "senior-warrant",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\python3.7.3\\lib\\site-packages\\ipykernel_launcher.py:8: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance.  In a future version, a new instance will always be created and returned.  Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
      "  \n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f567b481d0>]"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,9))\n",
    "\n",
    "x = np.linspace(0,2*np.pi,200)\n",
    "\n",
    "gs = gridspec.GridSpec(3,3)#3行3列\n",
    "ax = plt.subplot(gs[0,:])\n",
    "ax.plot(x,np.sin(10*x))\n",
    "plt.subplot(gs[0,:])# 默认情况，：是占满，3列\n",
    "\n",
    "ax = plt.subplot(gs[1,:2])\n",
    "ax.set_facecolor('green')\n",
    "ax.plot(x,np.cos(x),color='red')\n",
    "\n",
    "ax = plt.subplot(gs[1:,-1])\n",
    "ax.plot(x,np.sin(x))\n",
    "\n",
    "ax = plt.subplot(gs[2,0])\n",
    "ax.plot(x,np.cos(2*np.pi*x)*np.exp(-x))\n",
    "\n",
    "ax = plt.subplot(gs[2,1])\n",
    "ax.plot([0,1,2],[0,1,2],marker='o')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "modular-field",
   "metadata": {},
   "source": [
    "## 双轴显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "educational-feedback",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'exp')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-np.pi,np.pi,200)\n",
    "\n",
    "y1 = np.sin(x)\n",
    "y2 = np.exp(x)\n",
    "\n",
    "ax1 = plt.subplot(111)\n",
    "ax1.plot(x,y1,color = 'red')\n",
    "# plt.plot(x,y1)\n",
    "plt.yticks(color = 'red')\n",
    "plt.ylabel('sin',fontsize = 18,color = 'red')\n",
    "\n",
    "#两个子视图公用一个x轴，两个y轴-----------twiny，双y轴\n",
    "ax2 = ax1.twinx()  #双x轴，共享x轴，返回一个新的子视图\n",
    "ax2.plot(x,y2)\n",
    "\n",
    "plt.yticks(color='blue')\n",
    "plt.ylabel('exp',color='blue',fontsize = 18)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "excess-xerox",
   "metadata": {},
   "source": [
    "## 文本、注释、箭头"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "solid-catering",
   "metadata": {},
   "source": [
    "### 文本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "broken-notebook",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.98, '指数衰减')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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rirpm/r52N63tHfG4vYiIiHTj6ZDTB2OAkrDHpcFjBzHG3GyMWW6MWV5eXh7xhrzxYTm3/H4FxeX1Eb+2iIiI9N9gDzmmh2O2pxOttfdZaxdYaxfk5x+0G/uAzSjMBGDDrtqIX1tERET6b7CHnFJgXNjjscDOeDRkcn46fl+CQo6IiIhHDPaQ8wxwfXCW1SJgn7V2VzwakuRLYEpBOusVckRERDwhMd4NOBRjzKPAaUCeMaYU+A6QBGCtvRdYAnwU2Aw0ADfEp6XOjMJMXt24N55NEBERkSBPhxxr7TWHed4Cn4tRcw5rRmEmf1lRyt79TYzMSIl3c0RERIa1wT5c5SkzCjMA2LBrf5xbIiIiIgo5ETRTM6xEREQ8QyEngrLS/IwekaKQIyIi4gEKORE2ozCT9TsVckREROJNISfCZhRmUlxRT1Nre7ybIiIiMqwp5ETYzNGZtHdYPtxTF++miIiIDGsKORGm7R1ERES8QSEnwsbnpJHm92nlYxERkThTyImwhATDtFEZCjkiIiJxppATBTMKM9mwqxa3ILOIiIjEg0JOFMwszGR/UxtlNY3xboqIiMiwpZATBaHiY62XIyIiEj8KOVEwfVQGxmgPKxERkXhSyImCQHIi43PSNI1cREQkjhRyomTm6Ew27FbIERERiReFnCiZMSqT7ZUN1DW3xbspIiIiw5JCTpSEio8/0JCViIhIXCjkRMmM0dreQUREJJ4UcqJk9IgUMlMSWa8ZViIiInGhkBMlxhimF2by4R6FHBERkXhQyImi0SNS2F3bFO9miIiIDEsKOVFUkJnC3v3N2sNKREQkDhRyoig/I5mWtg72NbbGuykiIiLDjkJOFBVkpgCwd39znFsiIiIy/CjkRNHIjGQA9qguR0REJOYUcqLoQE9OrXpyREREYk0hJ4pGZgZ7cvarJ0dERCTWFHKiKM2fSEZyonpyRERE4sDTIccYc64xZqMxZrMx5ms9PD/CGPOsMWa1MWadMeaGeLTzUPIzk9mrnhwREZGY82zIMcb4gHuA84CZwDXGmJndTvscsN5aOxc4DfipMcYf04YeRkFGCnvUkyMiIhJzng05wEJgs7W22FrbAjwGXNztHAtkGGMMkA5UAW2xbeahFagnR0REJC68HHLGACVhj0uDx8L9CpgB7ATWAF+01nb0dDFjzM3GmOXGmOXl5eXRaG+PRma6nhyteiwiIhJbXg45podj3ZPCOcAqYDQwD/iVMSazp4tZa++z1i6w1i7Iz8+PbEsPYWRw1ePaRk91MImIiAx5Xg45pcC4sMdjcT024W4AnrDOZmArMD1G7euTkcG1cjSNXEREJLa8HHKWAVOMMRODxcRXA890O2cHcAaAMaYAmAYUx7SVh1EQXPVY08hFRERiKzHeDeiNtbbNGHMr8ALgAx601q4zxtwSfP5e4HbgIWPMGtzw1lettRVxa3QPDvTkaGsHERGRmPJsyAGw1i4BlnQ7dm/Yn3cCZ8e6Xf0R2r9Km3SKiIjElpeHq4aEQHIi6cmJ6skRERGJMYWcGBiptXJERERiTiEnBgoyUlR4LCIiEmMKOTEwMjNZU8hFRERiTCEnBgoyXU+OVj0WERGJHYWcGBiZkUyzVj0WERGJKYWcGAitlaPiYxERkdhRyImB0Fo5e1R8LCIiEjMKOTFQoJ4cERGRmFPIiQH15IiIiMSeQk4MhFY9Vk+OiIhI7CjkxMjIzGQtCCgiIhJDCjkxMjJDWzuIiIjEkkJOjBRkpqgmR0REJIYUcmJkZEYye2qbtOqxiIhIjCjkxEhBZopb9bhJqx6LiIjEgkJOjOQHp5HvrVVdjoiISCwo5MRI54KAqssRERGJBYWcGAmFnD3qyREREYkJhZwYCa16rJ4cERGR2FDIiZHQqsfqyREREYkNhZwYcgsCqidHREQkFhRyYsht7aCeHBERkVhQyImhkRkp6skRERGJEYWcGCrI1KrHIiIisaKQE0MFmSk0tWrVYxERkVhQyImh0KrH5dqNXEREJOoUcmKoc0FA1eWIiIhEm6dDjjHmXGPMRmPMZmPM13o55zRjzCpjzDpjzGuxbmN/dC4IqJ4cERGRaEuMdwN6Y4zxAfcAZwGlwDJjzDPW2vVh52QBvwbOtdbuMMaMjE9r+yY33YWcyrqWOLdERERk6PNyT85CYLO1ttha2wI8Blzc7ZyPA09Ya3cAWGv3xriN/ZKZkkhigqG6QSFHREQk2rwccsYAJWGPS4PHwk0Fso0xrxpjVhhjru/tYsaYm40xy40xy8vLy6PQ3MMzxpAd8FNVr5AjIiISbV4OOaaHY90XmEkE5gPnA+cA3zLGTO3pYtba+6y1C6y1C/Lz8yPb0n7ISVPIERERiQXP1uTgem7GhT0eC+zs4ZwKa209UG+MeR2YC2yKTRP7LzuQpJAjIiISA17uyVkGTDHGTDTG+IGrgWe6nfM0cLIxJtEYkwYcD2yIcTv7JTeQrJAjIiISA57tybHWthljbgVeAHzAg9badcaYW4LP32ut3WCM+TvwPtAB3G+tXRu/Vh9ediCJ6obWeDdDRERkyPNsyAGw1i4BlnQ7dm+3x3cCd8ayXQORE0imuqGF9g6LL6GnsiMRERGJBC8PVw1JOWlJWAv7GtWbIyIiEk0KOTGWHfADUFWvrR1ERESiSSEnxnIDbtXjqnr15IiIiESTQk6MZQeSADTDSkREJMoUcmIs58BwlUKOiIhINCnkxFh2mgs52r9KREQkuhRyYiwlyUfA79NO5CIiIlGmkBMHOel+9eSIiIhEmUJOHGiTThERkehTyImD7IBCjoiISLQp5MRBjkKOiIhI1CnkxIGGq0RERKJPIScOctL9NLa209jSHu+miIiIDFkKOXGQo7VyREREok4hJw6yteqxiIhI1CnkxEGuQo6IiEjUKeTEgXpyREREok8hJw7UkyMiIhJ9CjlxkJmSRIJR4bHIkLF2LSQmwksvxfa+Tz0Ffj98+GFs79uT+fNh7twjf3283sPD8dJ7LP2mkBMHCQmG7DQ/lerJERkavvxlOPFEOOus2N73kkvg6KPhq1/t3+uMiWw7Wlth3ToXdI5UT+/hpk3w7W/DokWQnw8ZGTBvHvzP/0B9/cDb3RdH+h6LJyjkxElOwE+1Qo7I4Pf226734ctfjs/9v/hFePJJFzJ6U1sLr7/e83OvveaeH4ikJKipgfvuO7LX9/YePvgg3H03TJ7sws6dd8K0afDNb8LixdDYOLB291Vf3mPxJIWcOMkOqCdHZEj49a8hNxc++tH43P+yyyAtDe69t/dztm6FW26Ba66BsjJ3rKzMPf7c52D79oG3IyXFDTcdid7ewyuugNJS+MMf4POfdz/Dn/4E3/gGvP8+PPDAwNvdF315j8WTFHLiJCdNPTkiEbF9O/z7v8PEie6D9qij4L//u+u/8hsbYexYKCqC5uaur7/pJvD54LHH3OPvfMcN57zyigsBBQXuA27hwoN7Q9raXM3GWWe53oxI6U9709Ph5JPhz3/u/Xpz58KaNXD22XDOOe7YOefAuee6sHD00T2/rrbWDQ3NmQMjRkBmJsycCbfe2vW8r37VvWeVlZ3H/vM/3bEdO+BrX3P/fVJT3ZDWv/7Ved6h3sMFC9x9u7vqKvd97dqux7//fXfPQ31lZEB7e+TfY/EkhZw4yUn3q/BYZKDeecd9gP/tb/DJT8IvfgGnnw4//jF8+tOd56Wmwm23QUmJ6zUI+frXXW/AL38JV1/tjq1a5T7grr7afRDefrsbRlm/Hs47D3bt6nz9ihVQV+cCUCT1p70AJ5wAe/bABx/0fk1j3M8V/vhQtTnNze6D/c474Ywz4Cc/ce/F4sWuVibcypUuLOTmdh5btcoFlPPOgy1b4CtfcWFo40a4/HJXxwNH9h6WlrrvBQVdj592muv9AfjBD+CRR9zXHXe4Y9dc43qCfL7ovMfiPdbaYfc1f/58G293/v0DO+nrf7Pt7R3xborI4FRRYW1+vrWnn25tfX3X5/7rv6wFa8vKOo+1tVk7a5Z7zf791t59tzvnttu6vraoyB3/6U+7Hv/tb93xn/2s89iDD7pjTz8d0R+tX+211tpHHnHP/eUvPV/r/ffdta66ytrSUnduaal7PHu2e767xx93573wwuHbmpdn7cUXdz2Wk+Ne/7vfdT3+jW+445s2ucf9fQ/b2qxdtMjaxERrP/jg4Oevu85an8/ahobOY3/4g7vHM88cfK1IvccSV8By28Pn/REOoMpA5QT8tHdYaptayQruZSUi/fD977ti17vugoYG9xUye7b7/uGHMHq0+7PPBz/8IVx4oZsx88orrs7j29/ufF11tRteOemkg4tgzzjDfd+2rfNYebn7npNzcPtqauBnP+v7z/OFL3S9Tl/aGxLqQdm7t+drFxW53opTTuk8NmaMG4557TX3fHfV1e77u+/CmWdCQi8d/6WlUFEBxxzTeWz7dqiqgvPPh+uv73p+crL7nprqvh/qPezJf/wHLF3q/vtPm3bw86tXw9SpndcH19MEB09xj+R7LJ6kkBMnOcEFASvrWxRyRPrLWnj0UTfkEf7h2l1WVtfHF1wAxx4L//iHG4r4+c+7Ph/6MLzppoOv1dHhvqendx4LDfdYe/D5NTVuOKSvPvGJgz/oD9fekND9ext+GjGia8AJd+qpPR+/4goXjL71LfjVr1wQuPhiVxwcHnjee899D//vEHofw4d7QtaudXUxY8Z0bXNP72F3obbcfLMbVuqupQU2bHDDYeHee8/9v9BTmIvUeyyepJATJ6GtHarrWyA/zo0RGWz27nW1MddfD9dd1/t5M2d2ffz4465WBNwHbfcPrNBzCxYcfK133nHfwz/M84N/eauqDj5/woS+fXAfyuHaGxK6f34ff5n0pV05Oa5e5uWXYckSePppuP9+V5vy6qtugTzoDDTHHtv52tCxRYsOvu6KFe49DP0sh3oPw333u6625oYbep/ltH69C77de2xWrux9ocJovcfiCZ4OOcaYc4GfAz7gfmvtD3s57zhgKXCVtfYvMWziEdPWDiIDsG+f+z52rBtK6YsXX3SB6NJL3SyeBx+EL30JZszoPCf0YdfTVOi77nIf/Gef3XksfFgs0vrS3pDNm7u2J1J8PjcL65xz3M//qU/B73/vhoSOO86ds3Il5OW5/xYhoaLjyZO7Xq+mBoqLXa9QSF/ew9tuc1/XX++CVm9BZPVq933evM5jW7e6obeeQo4X3mOJKs/OrjLG+IB7gPOAmcA1xpiZvZz3I+CF2LZwYLRJp8gAjB3rajuefBKamg5+vqLCTRMOeecdt9bJiSe6NVfuuMMNuXQf8gj1QLz2WtfjDzzgrvHNb3YdrjrmGDeteunSyPxc/W1vyNKlbqZRTzUqR6K8/ODeHp/PfRnTOdQE7j3rPmS4cqXr2ekeRt57z103vNfncO/h977nenGuuw5++9vea4OgM+SEB5rQNPPuISfe77HEhJd7chYCm621xQDGmMeAi4H13c77PPBX4LjYNm9gcoJ1OFWaRi7Sf2lprlD3zjvdB+Z117lhhLIyt+7L0qWdi95t2OAKYKdOdeuxJCe7HoZPf9oNe7z5pvuga25204OPOcb9a377djfk9Oqrrv7nyitd0Ws4n899UD79tHt9qKh2IPra3pC6OnjjDbjxxoHfO+QrX3Fr2Vx8sVt3qKMDXngBnnsO/t//6yzmrqpyhdrhtTeVlW5admgtm3Ch+p3wkHOo9/Cee9y6RUVFrsfuj3/ser2Cgq7bQKxe7f4/KCzsPLZ7t/teV+eK09PSvPEeS2z0NOXKC1/AFbghqtDj64BfdTtnDPAabjjrIeCKQ1zvZmA5sLyoqChi09YGYvo3n7e3P7su3s0QGZza29305OOPd9OVU1OtnTDB2ssuc9OfrbV2+3Zrx461dtIka3fv7vr6nTvdaxYvdo+XL3dThB95xNpf/tJdy++3dsYMN228vb3ndrzzTuSmFvenvSEPPeTuv2bNwO8f8rvfWfvRj1o7Zox7D0aNsvYjH7H2qae6nvfyy+7ejz7aeeyll9yxP/7x4OtefbW1aWlu6na43t7DT37SHe/t69RTu56fm2vtmWd2PbZ2raunGBMAACAASURBVPs5UlKs/dWvvPMeS0TRyxRyYwdaGBclxpiPAedYa28KPr4OWGit/XzYOX8GfmqtXWqMeQh4zvahJmfBggV2+fLlUWp53534w1c4flIOd1057/Ani0h0PfCAm1W1erVb4bc/zj3XbRj5xhvRaduhzJ8P48fDE0/E/t6RFM/38HCGyns8hBljVlhrD5ox4OXhqlJgXNjjscDObucsAB4zbtw3D/ioMabNWvtUbJo4MNqkU8RDVq50xafTp/f/tT/9qav5ePHFroXJ0fbUU267htD2A4NZvN7DwxlK7/Ew5OWQswyYYoyZCJQBVwMfDz/BWjsx9OewnpxBEXDAFR+r8FjEI1atckWl/iNYt2rWLLcHU6xdcolbG2YoiNd7eDhD6T0ehjw7u8pa2wbcips1tQF43Fq7zhhzizHmlvi2LjJy0pJUeCziBdYeeqNKERmUvNyTg7V2CbCk27EeV4Gy1n4qFm2KpJxAMlV1QzfkdHRYnn1/J1MLMpg+KgOjlULFq4xxO26LyJDi6ZAz1OUEkqhvaaeptZ2UJN/hXzDI/G3NLr74mFtcbXxuGufOGsW5s0cxd2wWCQkKPCIiEl2eHa4aDnICbj2ImobWOLck8qy1/Ob1LUzMC/D9S49mfG6AB/61lUt//RZX3PsWHR3enNUnIiJDh0JOHOUEkgCorG+Oc0si760tlawtq+XmUybx8eOLePjGhaz45ll86cypvLejhtc/LI93E0VEZIhTyImj7LTQJp1Dryfn3te2kJeezKXHdC7/PiItic+eNpncgJ8/vrMjjq0TEZHhQCEnjnLTXcgZaj0563bu440PK7jhxAkH1Rr5ExO48rhx/OODveza1xinFoqIyHCgkBNHnT05Q2uG1X2vFxPw+/jE8eN7fP6a44rosJY/LSuJcctERGQ4UciJo6w0P8ZA1RAqPC6pauC593dxzcIiRqQl9XhOUW4aJ0/J50/LSmhr74hxC0VEZLhQyIkjX4IhKzWJqiE0XPXAv7ZigBtPmnjI8649vohd+5r450YVIIuISHQo5MRZdsA/ZAqPq+tb+NOyEi6aN5rRWamHPPeM6SMpyEzmD+9sj1HrRERkuFHIibPcgH/IFB4/snQ7ja3t3HzKpMOem+hL4KrjinhtUzklVQ0xaJ2IiAw3Cjlxlp02dHpynlpVxolH5TJ9VGafzr/6uHEY4LFlmk4uIiKRp5ATZ7np/iGxSee+hlaKy+tZPDmvz68ZnZXKR6YX8KdlpbSqAFlERCJMISfOXE9OC9YO7m0OVpXWADBvXFa/XnftoiIq6pp5cd2eaDRLRESGMYWcOMsJ+GnrsOxvbot3UwZk1Y4ajIE5Y0f063WnTMlnZEYyf1+3O0otExGR4UohJ86GyoKAK0uqmTIynYyUntfG6Y0vwXDC5FyWFlcO+t4sERHxFoWcOMsJuJBTNYhDjrWW1SU1/R6qClk0KZfy/c0UV9RHuGUiIjKcKeTEWXYw5FQP4uLj7ZUNVDe0ckxR9hG9ftGkXACWFldGslkiIjLMKeTEWXZw64OqQTyNfGVJNdD/ouOQCblpjMpMYWlxVSSbJSIiw5xCTpwd6MkZxMNVq3bUkOb3MbUg44heb4xh0aQc3t6iuhwREYkchZw4y0hOJDHBDOq1claV1DBn7Ah8CeaIr7FoUi4Vdc1sKVddjoiIRIZCTpwZY4L7Vw3OkNPU2s76XbXMG3dk9TghqssREZFIU8jxgJw0/6AtPF63s5bWdnvE9Tgh4w/U5SjkiIhIZCjkeEB2IGnQ7l+1qsStdHxM0cBCjjGh9XKqVJcjIiIRoZDjATmBwbt/1cod1YwekUJBZsqAr7VoUk6wLqcuAi0TEZHhTiHHA0L7Vw1Gq0pqmDfAXpyQUF3O25pKLiIiEaCQ4wHZwZqcjo7BNUxTvr+Z0upGjhlg0XFIUU4ahSNUlyMiIpGhkOMB2QE/HRZqmwZXXU6oHidSPTluvZxc3tE+ViIiEgEKOR6QEwitejy4hqxWlVTjSzDMHt2/nccP5YRJuVTUtaguR0REBszTIccYc64xZqMxZrMx5ms9PH+tMeb94Ndbxpi58WjnQB3Yibxh8PXkzCjMINXvi9g1D9TlbNGQlYiIDEy/Qo4xZpMx5qvGmFHRalDYvXzAPcB5wEzgGmPMzG6nbQVOtdbOAW4H7ot2u6IhZxBu7dDeYVldsm/A6+N0Ny4nldEjtI+ViIgMXH97clqBHwA7jDFPGWMuMMZEqzdoIbDZWltsrW0BHgMuDj/BWvuWtbY6+HApMDZKbYmqUE/OYJpGvqW8jrrmtgGvdNxdqC5nqepyRERkgPoVUKy1s4DFwO+A04GngRJjzP8YYyZHuG1jgJKwx6XBY735NPB8hNsQE4OxJ2d1qOg4wj054IasKutVlyMiIgPT714Ya+1Sa+1ngELgJtyQ0deBTcaYV4wxHzfGJEegbT3t9tjjP+2NMafjQs5Xe72YMTcbY5YbY5aXl5dHoHmRk+b34fclDKqenM3ldfh9CUzMC0T82seOd8FpVcm+iF9bRESGjyMearLWNlhrf2utPQmYjhtOOg14BNhpjLnbGFM0gLaVAuPCHo8FdnY/yRgzB7gfuNha22u1qrX2PmvtAmvtgvz8/AE0K/LcJp1Jg6onp7i8nvG5aQPaebw3k/LSSU9OZFVJ9eFPFhER6cWA6mmMMT5jzKXAXcBVuJ6Wf+LqYz4PbDDGXHyISxzKMmCKMWaiMcYPXA080+3+RcATwHXW2k1HeB9PyE7zUzWI9q/aWlEflV4cgIQEw5yxI1itnhwRERmAIwo5xpjpxpg7gTLgr8AC4CfAVGvtmdba83G9OxuBHx/JPay1bcCtwAvABuBxa+06Y8wtxphbgqd9G8gFfm2MWWWMWX4k9/KCnMDg2Ym8rb2D7ZX1TMpPj9o95o3LYsOuWppa26N2DxERGdoS+3OyMeZGXO3LouChl3HTtp8OhpIDrLWbjTG/wA0lHRFr7RJgSbdj94b9+SZcXdCglx3ws2FXbbyb0Sel1Y20tlsm5UenJwdg7rgs2jos63fVcmxRZGdwiYjI8NDfnpz7gYnAD4HJ1tpzrLV/7R5wwqzH1ejIYeQMok06t1bUAzApSsNV0DlrKzSLS0REpL/61ZMDXA48Y63t0xiCtfZd4N1+t2oYyg74qWlspb3DRqWYN5JCU7ujOVxVkJnCqMyUA/tjiYiI9Fd/18l5sq8BR/onJy0Ja2Ffo/eLj4sr6slKSzqwvk+0zB03Qj05IiJyxDy9d9Vwkh0MDINhk86t5dGbWRVu3rhstlU2UDNICrJFRMRbFHI8onOTTu9/oBdX1DEpL3pDVSFzx7ndzVeXaiq5iIj0n0KOR+QMkp6c+uY29tQ2R3VmVcjRY0ZgzNAvPl5dUsPPX/6Qd4orae/Qfl0iIpHS38JjiZLsQbJ/VSxmVoVkpCRxVH76kC0+3r2viR+/8AFPvFd24FheejLnzi7gvNmFHD8xh0Sf/h0iInKkFHI8IufAcJW3C49jMbMq3LxxWbzywV6stRjj7VlnfdXU2s59rxfzv69uob3D8tnTJvOpxRNYtq2K59fs5q8ryvj90h0cW5TFI58+nkCy/pqKiBwJ/fb0iFS/j5SkBM/X5GytqMcYGJ+bFpP7zR2XxZ9XlFJa3ci4nNjcM5r2NbZyyT1vsrWino8ePYqvnTuDouB7ecGc0VwwZzSNLe08taqMbz61lpsfWc4DnzyOlCRfnFsuIjL4qC/cQ3LS/J6vySkur2dMVmrMPnQPLApYOjSGrG5/bj07qhr43Y0L+fW18w8EnHCpfh/XLCzix5fP4c3NlXzh0ZW0tXfEobUiIoObQo6HZA2CVY+3VkR3z6rupo3KwJ+YMCSKj1/5YA9/WVHKZ0+dzKlT8w97/uXzx/KdC2fy4vo9/Ndf36dDRckiIv2i4SoPyQn4qfLwcJW1luLyOj42flzM7pnkS2D26MxBX3y8r6GVr/11DdNHZfD5M47q8+tuOHEitY1t3P3yJjJTkvjOhTOHTG2SiEi0qSfHQ7ID3u7J2bu/mfqW9phMHw83b1w2a8r2Deohm9ueXUdlfQs/+dhckhP7N9T3hTOO4tMnTeSht7bx6LslUWqhiMjQo5DjITlpSZ6uySkud9PHY7Hacbi540bQ1NrBpj11Mb1vpLy0fg9PrCzjc6cfxewxI/r9emMM3zx/Bosn5/KDJRvYU9sUhVaKiAw9Cjkekh3wU9vU5tkei+KK2E4fDxnMxcc1DS3895NrmFGYya2n932YqjtjDN+/9Gha2jv49tNrI9hCEZGhSyHHQ0KrHtd4dJPO4vJ6UpISKMxMiel9i3LSyE5LYtWOwRdy7nxhI9X1LfzkY3PwJw7sr9uEvABfOmsqL6zbw9/X7opQC0VEhi6FHA85sH+VR4estlbUMyE3QEJCbAtfjTHMHZc16IqPq+pb+MuKUj62YCyzRvd/mKonN500kVmjM/nW0+sGxY71IiLxpJDjIV7fv6q4vI7JMR6qCpk7NosP9+6nvrktLvc/En98ZzvNbR3ceOLEiF0z0ZfAjy6fQ1V9Cz98fkPErisiMhQp5HhIVloS4M2dyFvaOiipboz5zKqQeUVZdFh4f5DsSN7S1sHDb2/n5Cl5TCnIiOi1Z48ZwU0nT+TRd0t4e0tlRK8tIjKUKOR4SGdPjveGIXZUNdDeYWM+sypk3lhXfDxYhqyWrNnF3v3N3HhS5Hpxwv3HGVMZn5vGfz+5hua29qjcQ0RksFPI8ZADNTke7MkpjvHGnN1lB/xMyE1jVUl1XO7fH9ZaHnxzK5PyA5w65fArGx+JVL+P7108m60V9Tz81vao3ENEZLDTiscekpLkI83v82RNztaK+KyRE27euCzeLvb+8MyK7dW8X7qPOy6ZHdUi7VOn5nP6tHx+8cqHXHbsGHLTk6N2r3jo6LDs3d9MaXUDJdUNlFY10m4tMwozmT1mBKNHpGj1ZxE5JIUcj8lO83u0J6eevHQ/I1KT4taGeeOyeGrVTnbta6RwRGrc2nE4D765lRGpSVx27Jio3+sb58/knJ+9zt0vb+KOS46O+v1iobS6gfvf2Mrjy0toaOk6FJdgILSFV1ZaErNHj+Dc2aO4/NixpPq1U7uIdKWQ4zE5Ht3aobiijkl58RmqCplXlA3Aqh01FB7tzZBTWt3A39fu5uZTJpPmj/5fr6NGpnPdovE8/PY2rls0gWmjIlvkHEsbd+/nN69t4enVO0kwcOGc0Rw7Ppux2amMy0ljTFYq1sIHu2tZu7OW9Tv3sWJ7Nd98ai0/eXEjnzh+PNcvHs/IjNiu4yQi3qWQ4zHZAT9VDd4rPN5aUc8Z0wvi2oYZhRn4fQmsKqnhvKML49qW3jz89naMMVx/wviY3fOLZ0zhyZVl3PG39Tx848JBN4RT29TKN55cy7Ord5Lm9/GpxRP49EkTGZ3Vc5A9piibY4KB11rLsm3V3P9GMfe8upn7Xi/m4nmj+c+zpzFqhMKOyHCnkOMxOWlJbAvWv3jF/qZWKupamBDHehyA5EQfM0dnstKjM6zqm9t49N0dnDd7VK8f0NGQHfDzH2dO4bZn1/PPjXv5SJzDaH9s2FXLZ3+/gtLqRr7wkaO44cSJZAdnGfaFMYaFE3NYODGHrRX1/PbNrTy2rIQla3bxxTOncMOJE0nyaX6FyHClv/0ek5XmveGqkqpGwG2vEG/zxmWxptSbO5IvWbOL/U1tfGrxhJjf+xOLxjMpP8Adz22g1YPvTU+eXFnKpb9+k4aWdh69eRFfPntavwJOdxPzAnzv4tm89KVTOH5SLt9f8gEf/fkbWktIZBhTT47H5AT87G9uo6WtY8B7HUVKSXUDAONy4l8Hc0xRFg+9tY1Ne+qYOToz3s3p4qlVZYzPTWP++OyY3zvJl8A3z5/BjQ8t5+G3t/PpKK3PEwnNbe3c/tx6fr90B8dPzOGXHz8monU043MDPPip43h5/R6+++w6rvm/pVx6zBi+dcHMA2tRDWZNre3sqGpga0U92yvr2b2vmdb2Dto6LG3tHbR3WFL9PkZmpDAyM5mRGckUZKYwKT8QkzoxES/x9P/xxphzgZ8DPuB+a+0Puz1vgs9/FGgAPmWtfS/mDY2g0L9kaxpaGBnjjTB7U1IVDDnZ3ujJAbcooJdCzu59Tby1pZIvfGRK3GpiTp82klOm5vOzlzZx4dxCTxbgNrW282+PrOC1TeXcfMok/uucaSRGaTjpzJkFnDQlj3v+uZl7X9vC65vK+c5Fs7hwTuGgqlvaU9vE21sqeXNzBUu3Vh7oWQ1JT07En5iAL8GQmGBIMIb6ljZqutX2GQMTcwNML8xgxqhMZo3J5NiibLLSBn/wE+mNZ0OOMcYH3AOcBZQCy4wxz1hr14eddh4wJfh1PPC/we+DVk7wF06Vh0JOaXUj6cmJB7adiKeinDRyAn5WlVTz8eOL4t2cA55ZXYa1cMkx0Z823htjDLddNItz7n6dHy75gLuumhe3tvSkqbWdmx9ZweubyvnBZUdzzcLo//dLSfLxn2dP4/w5hXz1L+/zhUdX8syqMm6/ZLZnlyGw1rJuZy3PrN7JKx/sZfNetxDniNQkTpiUy8fmj2N8bhoT8wKMzw30uqxDc1s7FXUt7K1tYve+Jjbu2c+GXbWs21nLkjW7D5x31Mh0FozPZv74bBZMyGFCbtqgCoHg3rOGlnYq61qoqG+mur6F+pZ2mlraaWhpo6G1nbZ2i8GFPWMMxkBKolubLNXvI82fSCDZR1aqn+xAElmpfi1LMAR4NuQAC4HN1tpiAGPMY8DFQHjIuRh42FprgaXGmCxjTKG1dlfsmxsZ2YHg/lUe2tqhpKqBsdmpnvjFZ4xh7tgRntve4cmVO5k7LiuuiyWCq0u5+ZRJ/Oqfm7l6YRELJ+bEtT0hTa3tfObh5fxrcwU/uvxorjoutgF1+qhMnvj3E/ntm1v5yYsbOfuu1/nSWVO5/oTxUetJ6q+tFfU8s2onT68uo7i8nsQEwwmTc/nY/LGceFQeMwsz+7W4ZHKijzFZqYwJFsGHz0isa25jbZmbgr98WxVL1uzisWUlAOSlJ3PchGyOm5DDggnZTB+VGfehc2st5fub2VbZwPbKespqGimtbqSsupGymkb27m+iqTXytWjJiQnkBvzkpieTm+4nN5BMXrr/wJ9z0/3kpSeTHfCTnZZEapIvpr8nOzosDa3t1De3UdfcRl1T24E/N7S0B7/aaGxpp7G1nea2DlpCX+0dtLZ30GEt7R2W9g7osG4RKhcGXRBMMJCYkECiz5CYkECSz5DkS8CfmEByYui7j+TEBJKTOv+ckuQ7cE5y8JystKSYTsoAb4ecMUBJ2ONSDu6l6emcMcCgDTmhmgEvLQhYUt3A+Nz4fniHmzcum1c3lbO/qZWMlPj3Lm3c7f6F/N0LZ8a7KQB87vSjeHJlGd9+ei3Pff6kuH+IN7a4gPPmlgp+dNkcrjxuXFza4Usw3HTyJM6eOYpvPLWG7z23nj8tK+G7F83ihMm5cWlTY0s7f1uzi8fe3cHy7dUYAwsn5HDTSZM4b/aoARViH0p6ciKLJuWyaJL7uTs6LJvL61i+rZpl26pYtq2K59e63h5/YgIzCjOZO3YEc8ZmMbMwk4l5gYj3coRWuN5W6WqNtlU2sK2i/kCwCV8Y0hgoyEhhTHYq88ZlUZCZ7IJIwE9eRjI5aX4CyT5S/YmkBleST0wwWMBasFg6OlxvVygINLS0U9fUxr7GVqobWqlpbKGmoZWq+hYq65qpqGth0+79VNS30NLWc6DyJyaQlZpEVloSGSlJpPl9pCcnkuZPJM3vI8mXQFKiISkYGnzG0GFduHBts7S0ddAc/Gpp66CprZ2GbqGlvrmduuY26lvaCOaSw/IlGFKCoST0leRLwGcMvuAwZ0LwV4W17qvDWqyFto5QzZelNRiOOoNSHxsAnDF9JA986rg+nx8JXg45PcXh7u9mX85xJxpzM3AzQFGRd4Y5ujswXOWRGVbWWkqqGjnpqOjswXQk5hVlYS2sKd3H4qPy4t0cnlpVhi/BcMHc0fFuCuD2tfrWBTO55fcrePjt7VHbJLQvmlrbuenhZby1pZIfXz6Hjy2IT8AJV5SbxsM3LuTF9Xu4/bn1XPN/Szl/TiHf+OiMmPwr01rL2rJa/rR8B0+v3Mn+5jYm5QX42nnTuXje6LgMoyUkGKYWZDC1IOPAMPCufY0HtihZXVLDX1eU8vDbnfukjR6RwsT8ABNyA+RnJJMT8JOd5icn4Cc9OZHuHRr1ze3sa2yltqmV2sZWqhta2FXTRFlNI7v2uSG1lrCZgUk+w7jsNCbkBThhUi4T8tKYkBugKCeN0VmpEeldSvX7yOpnqaG1lrrmNirrWqgMBqCq+hZqgj/Tvgb3vb65nf1NbeypbaK+uZ36lrYuIaGjh08qY8DvO7h3JBAMSXnpftL8aaQnJxJITiQ9JZH0ZJ/7c3IiAX/igT+nJbtwl5aUSKrfF7XeuI4OS0t7KJi109zqvje1hh0LBrZ4FP57OeSUAuG/EccCO4/gHACstfcB9wEsWLCg79EzxkJFgF6ZRl5Z30Jja7snZlaFhHYkX1lSE/eQ09FheXplGadMySPPQ3tHnTOrgFOn5nP3S5u4YE5hXOq7Wts7uPWP7/HWlkruvGIuV8wfG/M29MYYwzmzRnHq1Hx+81oxv351My+t28Mlx4zmppMnMbUg8itH761t4smVZfz1vVI27akjOTGB848u5KrjxrFwYo4nhoPDFY5I5YI5qVwwx4X39g5LcXkdm/bUUVxex9aKerZU1PPc+7vY19j/4XVfgmFUZgqjs1KYNy6LwqNTGJudxsTcAONzXZDxRXHvtyNljCEjxfXUDGTtsPYOi7WWhOCwkNf++/dVQoIhJcFHSpIPiH/PendeDjnLgCnGmIlAGXA18PFu5zwD3Bqs1zke2DeY63HAdXemJydS6ZGQ46WZVSEj0pKYlBfwRF3Ou9uq2Lmvia+eNz3eTenCGMN3g0XIP3j+A+6OcRFyR4flK39ezcsb9nL7xbM8FXDCpST5+OKZU7h8/hjufW0Lf1lRyuPLSzltWj6fOXkSiyfnDujDZ09tE69tLGfJ2l28vqmcDuuWQbjjktlcOGc0IzxQzN9XvgTDlIIMpvQQAFvbO6gJ9mBU17dQ19zW5XlrIc3vIzM1iRGpSYxISyLdnxjVDWy9zgW44fvzx4pnQ461ts0YcyvwAm4K+YPW2nXGmFuCz98LLMFNH9+Mm0J+Q7zaG0k5Ab9nhqtKqt101XEeWAgw3LxxWbyxuQJrbVz/BfTUyjICfh9nzxwVtzb0ZmJegH87dRK/fGUzF84tjNlKyNZavv3MWp5etZP/d840rjthQkzuOxBjs9O445Kj+fJZ0/j90u08/PY2rr3/HUZlprB4ci4nTM5l8VF5B4p4e2KtqynZsreOf22u4J8by9mwqxZwQzufPW0ylx07lsn58d0DLhqSfAnkZySTn+Gd3kwR8HDIAbDWLsEFmfBj94b92QKfi3W7oi0v3U9FXXO8mwF09uSMzfbOcBW4upwnVpaxc1/TIT94oqmp1RWNnjNrlGenmn7u9KP4x4a9fPnx1Sz5wskxqTn5yYsb+f3SHfzbKZP499MmR/1+kZQT8POFM6Zw8ymT+Nv7u/jnxr28tqmcJ1aWATAmK5WcgCtqDdVFNLa0s72ygR1VDTS2uuLYxATD/PHZfPXc6Zw2LZ/pozIG7XCEyGDm6ZAzXOWlJ7O9siHezQDcrtq5AT+BZG/9rxJaFHDljuq4hZxXN+5lf1NbXNfGOZyUJB/3XHssF/ziDT7/6Eoeu3lRVPdy+vWrm7nnn1u4ZuE4vnbe9EH7wZ6S5OPy+WO5fP5YrLVs3LOfNzdX8n5pDbWNrdQ3t1NW00R9cxvJiQmMzw1w0pQ8JuSmMT43wDFFWZ6Y+Scy3Hnrk0sAyMtIZsX26ng3A3D7Vo312FAVwIzCTAJ+H+8UVx0ojIy1J1eWkZ+RzOI4TT/uq4l5AX5w+Ry+8OhKfvLiRr5+3oyo3OcX//iQu17axEVzR3PHJUcP2oDTnTGG6aMymT7KOytsi0jfeGMVLOkiL+CnqqHFE5tQllQ3MM5jQ1XgagCOm5jDW1sq4nL/fY2t/PODci6cMzru69D0xUVzR3Pt8UX85rViXvlgT0Svba3lJy9s5K6XNnHZsWO4+6p5npwVIyLDj/d/Ow9DeRnJWOu2doin9g7LzppGzxUdhyyenMuW8nr21DbF/N4vrNtNS3sHF83zxto4ffGtC2YyozCTLz++mp01jYd/QR9Ya/n+kg1uheXjxvGTK+Yq4IiIZyjkeFBovZXKuviGnN21TbS2W09NHw+3eLJbI+ftLZUxv/ezq3dSlJPG3LEjYn7vI5WS5OPX1x5La1sHNz60jF37BhZ0Ojostz27nv97YyvXnzCe71969LCeEiwi3qOQ40GhkBPvGVYH1sjx0EKA4WYUZjIiNSnmIaeirpk3N1dw4dzBtZs1uPqc//3EfEqrG7n4V2+y+gjXGiqraeQTD7zDQ29t46aTJnLbRbMUcETEcxRyPCg33a167JmQ49GeHF+C4fiJObxVHNu6nCVrdtFh4aK53p1VdSinTM3nr59dTJIvgSt/8zZ/e7/v62daa3lyZSnn/ux1VpXU8MPLjuYb588YdGFPRIYHhRwPOtCTsz++w1Ul1Y0YQ8x3je2PxZNzKalqPBDIYuGZVTuZVpDBtFGRX/o/VqaNyuDpW09k9pgRfO6P7/GLf3xIe0+b6YSprm/h1j+u5Et/Ws3Uggye/+LJXL2wSAFHRDxLU8g9KDMlEb8vIe49OaVVDRRmpkRtY7dICO1d9XZxZUwKpMtqGlm+vZqvnD016veKtrz0ZP5w0/F8/Yk13PXSJn779fDJJgAAFgVJREFU5lZOPCqPU6bmc+rUfHIDftburOXNzRW8vaWSZduq6LCW/zp3Gv92ymQVGIuI5ynkeJAxJrjqcbx7cho8uUZOuCkj08lL9/P2lkqujMEO18+tdvu/XuiRHccHKiXJx11XzuXsmQW8tGEPb3xYwXPB4avUJN+BFXynj3K7U1+5YBwzCrVejIgMDgo5HpWXkRz3npySqkZOjPMu34djjGHRpFze2hKbfayeWb2TueOyGJ975LsPe40xhvOOLuS8owux1rJh135e/7CcnTWNHDchhxMm53pqh3URkb5SyPGo3ICfvfvjF3Ka29rZs7/JszOrwi2enMdz7++iuKI+qpsfbimvY93OWr51wcyo3SPejDHMHJ3JzNHqrRGRwc+7xRbDXF56fHtyyqobsda7M6vChbZViPZU8mdX78QYuGBOYVTvIyIikaGQ41F5GclU1rXgNlqPvZJqt1CcV1c7Djc+N43RI1KiGnKstTyzeifHT8yhIDMlavcREZHIUcjxqLz0ZNo6LPsaW+Nyf68vBBjOGMMJk/N4u7iSjsNMgz5S63bWUlxeP2jXxhERGY4UcjwqL84LApZUN+D3JVCQMTh6LU6YnEtVfQsb9+yPyvWfeK+MJJ/hvNmjonJ9ERGJPIUcjwrNZimP04KApVWNjMlOHTRL9Z8QxbqcptZ2/vpeKWfPGkV2wB/x64uISHQo5HhUvPevKqluYGy294eqQsZkpTIhN423ohBynl+7i32NrVy7sCji1xYRkehRyPGo0HBVZbxCTlXDoCg6DnfC5DzeKa6kua09otd99J0SJuSmsWhSbkSvKyIi0aWQ41HZaX4SDHFZ9biuuY3qhtZBMX083NmzCtjf3MYrG/ZG7Jof7tnPu9uquGZh0aAZuhMREUchx6MSEgw5gfislTOYZlaFO2VKPgWZyfx5RWnErvnouyUk+QyXzx8bsWuKiEhsKOR4mNu/Ko4hZ5D15PgSDJcfO5ZXN+5lb23TgK8XKjg+Z9YobWsgIjIIKeR4WH5GclyGqwbTQoDdXTF/LB0WnlhZNuBrhQqOP66CYxGRQUkhx8PitbVDSVUDAb+P7LSkmN97oCblp7NgfDZ/Xl7y/9u799g66/uO45+vb/Etju3YufnE5EJa2mZAqEmgNBQVqLrAgI6idipVhtAiVR2j2rSKy6qJauqYNFWtpo2NhUsm2FALdNCOsUGAQYgIJIEW0qTETiB2EvA1JL7fvvvDjx1jHDtxzjnPxe+XFJ3bc57z5SHK+Zzf9axXix4dcDw6PR0AEC+EnAibXzLSXZXtrR2aOkZmVmV6R+9MuakupYaWLu0+dGzG5xg/4Diu1wEAZjtCToRVzZ2j3oFhdfWnd0r0dBrbe5SK2Xic8a45f4mK8nP1+K7GGZ9jdMDx1xlwDACxRciJsLEFAU9kr8vK3XWovVu1MRyPM6p0Tp42/N5i/fLXR9Uzg4B4ondgbMDxfAYcA0BsEXIibGxBwK7shZy2rn71DAzFbvr4RDfVpdTZN6hn9xw94/f++Ll3dbx3QJsuX5GBygAA2RLJkGNmlWb2nJntD24rJjlmqZm9aGZ7zWyPmd0eRq2ZFMb+VXGdPj7RuuWVqq0s1s93ntmaOXuOfKQt29/Tt9bV6vxUeYaqAwBkQyRDjqQ7JG1191WStgaPJxqU9Bfu/hlJl0j6rpl9Nos1ZlwY+1fFefr4eGYj42m2N7SNBbfpDA+7/uo/31FlSYH+8ivnZbhCAECmRTXkXC9pS3B/i6QbJh7g7kfdfXdw/4SkvZJqslZhFswPuquyGnKCQBCnzTlP5cbPp2QmPbz9vdM6/rE3GvXmoWO6a8NnNC+G0+cBAB8X1ZCz0N2PSiNhRtKCqQ42s2WS1kjakfHKsig/N0flxflqy+KCgI3t3aoqLVDJnLysfWam1JQX6Rt1S/XAtoP6+c6pZ1q1dvbp757dp0tWVOpraxKVlQFg1grtm8zMnpe0aJKX7j7D85RKekLS99z9+BTHbZK0SZJqa+Ozgm22FwRs7OiO9fTxiX54/Wo1dfToziff1oKyQn3pU9WTHve3z+xTd/+g/uaG1ayLAwAJEVpLjrtf5e6rJ/nzlKQPzWyxJAW3k24rbWb5Ggk4j7r7k9N83v3uXufuddXVk3/RRdHogoDZ0tjeE/vxOOMV5OXovpsv0qcWztV3Htmldw5/9Ilj/u/dFj2xu0l/sn6Fzl0wN4QqAQCZENXuqqclbQzub5T01MQDbOTn9gOS9rr7j7NYW1ZVZXH/qqFh15FjPVqagPE4480tzNdDt1ysiuIC/fFDb6ixvVvtXf16+NWD+oN/2KaND76u2spi3fblVWGXCgBIo6gOvLhX0s/M7FZJhyTdJElmtkTSZnffIOkySd+W9LaZvRW87y53fyaMgjOlunRO1hYDPPpRjwaHPVEtOaMWlhXq4Vsu1o33bdf1//iqjvcMaHDY9bklZfrBtZ/V19bUqKggN+wyAQBpFMmQ4+5tkq6c5PkjkjYE97dJSvzgiarSAp3oG1TvwJAK8zP7JXwomFkV59WOp7Jq4Vxt3nix7vnlHn398yn94UU1Om9RWdhlAQAyJJIhByeNrpXT1tWvmvLMdiM1tQdr5CRo4PFEa5dX6r/+bH3YZQAAsiCqY3IQmJ/F/asaO7qVY9Li8sKMfxYAAJlGyIm4qiwuCNjY3q3F84qUn8tfCwBA/PFtFnFj3VVZmGHV2NET+405AQAYRciJuLFNOrPQknOovTuxg44BALMPISfiigpyVVKQm/Huqt6BIbWc6Ev0oGMAwOxCyImBbCwI2NQxMn08iWvkAABmJ0JODFSVzlFbhltyGkenjzMmBwCQEIScGKgqzfz+VY205AAAEoaQEwMjO5FntrvqUFu3CvNzVB0MdAYAIO4IOTEwv3SOOrr7NTg0nLHPaOzoVqqiWCP7ngIAEH+EnBioLi2Qu9TelbnWnMb25O0+DgCY3Qg5MZCNtXIaO7oZjwMASBRCTgwsmjeyl9TRY70ZOf9H3QM60TvIQoAAgEQh5MRAKlig7/Cxnoyc/1B798c+BwCAJCDkxEBVaYHm5OWMLdiXbienjzMmBwCQHIScGDAz1VQUqakjMy05je2skQMASB5CTkykKooz1l3V2NGteUX5KivMz8j5AQAIAyEnJlIZbcnpYdAxACBxCDkxUVNepPaufnX3D6b93I3t3YzHAQAkDiEnJlLBQn2H09yaMzzsauro0VJmVgEAEoaQExOj07vT3WXVfKJP/UPDStFdBQBIGEJOTIy25KR7GvnoGjls6QAASBpCTkxUl85RQW6OmtI8w6qhpVOStLK6NK3nBQAgbIScmMjJMS0pL0x7d1VDc6cK83NUU05LDgAgWQg5MZKqKE57yKlv6dSKqlLl5FhazwsAQNgIOTGSqihK++yqhpZOrVxAVxUAIHkIOTFSU16k1s4+9Q4MpeV8vQNDauro0bmMxwEAJFAkQ46ZVZrZc2a2P7itmOLYXDN708x+lc0aw5CqHJ1hlZ7WnAMtXXKXVi4oScv5AACIkkiGHEl3SNrq7qskbQ0en8rtkvZmpaqQja6Vk649rOqDmVXn0l0FAEigqIac6yVtCe5vkXTDZAeZWUrSNZI2Z6muUI3OgErXWjkNzZ0yk5bNpyUHAJA8UQ05C939qCQFtwtOcdxPJH1f0nC2CgvTwrJC5eVY2rqrGlo6tbSiWIX5uWk5HwAAUZIX1geb2fOSFk3y0t2n+f5rJTW7+y4zu+I0jt8kaZMk1dbWnkGl0ZGbY1pSnr4ZVvXNnXRVAQASK7SQ4+5Xneo1M/vQzBa7+1EzWyypeZLDLpN0nZltkFQoqczMHnH3m0/xefdLul+S6urq/Oz/C8JRU16Ulu6qoWHXwdYurV9VlYaqAACInqh2Vz0taWNwf6OkpyYe4O53unvK3ZdJ+qakF04VcJIkVVGUlu6qwx096hscpiUHAJBYUQ0590q62sz2S7o6eCwzW2Jmz4RaWchSFcVqPtGnvsGzWyuHPasAAEkXWnfVVNy9TdKVkzx/RNKGSZ5/SdJLGS8sAmqC3cKPHOvV8qqZz4qqbybkAACSLaotOTiFVEV6ppE3tHRqfkmBKkoK0lEWAACRQ8iJmdGQc7YzrBpaOmnFAQAkGiEnZhaVFSo3DWvl1DezMScAINkIOTGTl5ujRWWFZ9Vd1d7Vr47uAa2sZqVjAEByEXJiKFVRdFb7V40NOqYlBwCQYIScGKo5y7VyRqePn8uYHABAghFyYihVUawPj/eqf3BmW3bVN3eqMD9nbMNPAACSiJATQ6mKIg279MFHvTN6f0NLp1ZUlSonx9JcGQAA0UHIiaFU+dmtldPQwswqAEDyEXJiKFVRLElqmsHg496BITV19DAeBwCQeIScGFo0r1A5phkNPj7Q0iV3aeUCpo8DAJKNkBNDBXk5WjjDtXLq2ZgTADBLEHJiKjXDaeQNzZ0y01lt7gkAQBwQcmJqZXWp9h09ruFhP6P31bd0amlFsQrzczNUGQAA0UDIiam1yyt1vHdQ+z44cUbv2//hCbZzAADMCoScmFq7vFKS9PrBttN+T2tnn979sFN1yyozVRYAAJFByImpVEWxasqLtONg+2m/59X6VknSF8+tylRZAABEBiEnxtYtr9TrB9vlfnrjcl7Z36ry4nytrpmX4coAAAgfISfG1q2oVFtX/9iGm1Nxd23b36rLVlYpl+0cAACzACEnxtYtny9Jeu3A9F1W9c2d+uB4r9avoqsKADA7EHJi7Jz5xVowd45eP41xOa/sD8bjEHIAALMEISfGzEzrVszXjoNt047L2VbfquVVJWP7XgEAkHSEnJhbu7xSHx7v0/ttp97ioX9wWK8daKOrCgAwqxByYu6SsfVyTt1ltftQh7r7h5g6DgCYVQg5MXfuglJVlhTotSkWBXxlf4tyc0yXrpyfxcoAAAgXISfmzExrl1VO2ZKzbX+r1iwt19zC/CxWBgBAuAg5CbBuRaWaOnp0+NgndyXv6OrXbw5/xKwqAMCsQ8hJgNF9rHYc+GSX1faGNrlL61dVZ7ssAABCFcmQY2aVZvacme0PbitOcVy5mT1uZvvMbK+ZXZrtWqPgvEVlKivMm7TLalt9i+YW5umCFFs5AABml0iGHEl3SNrq7qskbQ0eT+ankp519/MkXSBpb5bqi5TcHNPFyyo/sVmnu+vld1v1hZXzlZcb1f/VAABkRlS/+a6XtCW4v0XSDRMPMLMySZdLekCS3L3f3Y9lrcKIWbeiUgdbu9R8vHfsuffaunX4WI++SFcVAGAWygu7gFNY6O5HJcndj5rZgkmOWSGpRdJDZnaBpF2Sbnf3rizWGRlrg32sbvzn7ZKkrr4hdfYOSpLWsz4OAGAWCi3kmNnzkhZN8tLdp3mKPEkXSbrN3XeY2U810q31g1N83iZJmySptrb2zAuOuNVLyvSNuqXq6O5X6Zw8Fc/JVcmcPK2sKtWyqpKwywMAIOtsuj2PwmBmv5N0RdCKs1jSS+7+6QnHLJL0mrsvCx6vl3SHu18z3fnr6up8586dGagcAABkm5ntcve6ic9HdUzO05I2Bvc3Snpq4gHu/oGkRjMbDT9XSvptdsoDAABRF9WQc6+kq81sv6Srg8cysyVm9sy4426T9KiZ/UbShZJ+lPVKAQBAJEVy4LG7t2mkZWbi80ckbRj3+C1Jn2ieAgAAiGpLDgAAwFkh5AAAgEQi5AAAgEQi5AAAgEQi5AAAgEQi5AAAgEQi5AAAgEQi5AAAgEQi5AAAgEQi5AAAgESK5C7kmWZmLZLez8CpqyS1ZuC8ScI1mh7XaGpcn+lxjabHNZpa3K7POe5ePfHJWRlyMsXMdk621TtO4hpNj2s0Na7P9LhG0+MaTS0p14fuKgAAkEiEHAAAkEiEnPS6P+wCYoBrND2u0dS4PtPjGk2PazS1RFwfxuQAAIBEoiUHAAAkEiEHAAAkEiEnTczsq2b2OzOrN7M7wq4naszsQTNrNrN3wq4lisxsqZm9aGZ7zWyPmd0edk1RY2aFZva6mf06uEb3hF1TFJlZrpm9aWa/CruWKDKz98zsbTN7y8x2hl1PFJlZuZk9bmb7gn+TLg27ppliTE4amFmupHclXS2pSdIbkv7I3X8bamERYmaXS+qU9G/uvjrseqLGzBZLWuzuu81srqRdkm7g79BJZmaSSty908zyJW2TdLu7vxZyaZFiZn8uqU5SmbtfG3Y9UWNm70mqc/c4LXSXVWa2RdIr7r7ZzAokFbv7sbDrmglactJjraR6dz/g7v2SHpN0fcg1RYq7vyypPew6osrdj7r77uD+CUl7JdWEW1W0+IjO4GF+8IdfaeOYWUrSNZI2h10L4snMyiRdLukBSXL3/rgGHImQky41khrHPW4SX1CYITNbJmmNpB3hVhI9QVfMW5KaJT3n7lyjj/uJpO9LGg67kAhzSf9rZrvMbFPYxUTQCkktkh4Kuj03m1lJ2EXNFCEnPWyS5/iFiTNmZqWSnpD0PXc/HnY9UePuQ+5+oaSUpLVmRtdnwMyuldTs7rvCriXiLnP3iyT9vqTvBl3pOClP0kWS7nP3NZK6JMV2nCkhJz2aJC0d9zgl6UhItSCmgnEmT0h61N2fDLueKAuaz1+S9NWQS4mSyyRdF4w5eUzSl83skXBLih53PxLcNkv6hUaGG+CkJklN41pJH9dI6IklQk56vCFplZktDwZpfVPS0yHXhBgJBtU+IGmvu/847HqiyMyqzaw8uF8k6SpJ+8KtKjrc/U53T7n7Mo38G/SCu98cclmRYmYlwcB+BV0wX5HEjM9x3P0DSY1m9ungqSslxXYCRF7YBSSBuw+a2Z9K+h9JuZIedPc9IZcVKWb2H5KukFRlZk2S/trdHwi3qki5TNK3Jb0djDmRpLvc/ZkQa4qaxZK2BLMZcyT9zN2ZJo0zsVDSL0Z+UyhP0r+7+7PhlhRJt0l6NPjRfkDSLSHXM2NMIQcAAIlEdxUAAEgkQg4AAEgkQg4AAEgkQg4AAEgkQg4AAEgkQg4AAEgkQg4AAEgkQg4AAEgkQg4AAEgkQg6ARDCzPDN71cw6zey8Ca9tMjM3sx+GVR+A7GNbBwCJYWbnSHpL0vuSLnH3XjP7nEY20d0l6Qp3HwqzRgDZQ0sOgMRw9/cl3SrpAkl/H+xW/pikXknfIuAAswstOQASx8z+SdJ3JG2X9AVJN7r7k+FWBSDbCDkAEsfMCiW9I2mlpH91900hlwQgBHRXAUii8yXVBvdXm1lemMUACAchB0CimFmZRsbhtEq6W9Klku4JtSgAoeDXDYCk+RdJ50i62t1fMLMLJd1hZs+7+4sh1wYgixiTAyAxzOxWSZsl/cjd7w6eK9fItPJ8See7e1uIJQLIIkIOgEQIFgDcpZFA8yV3Hxz32qWSXpb03+5+XUglAsgyQg4AAEgkBh4DAIBEIuQAAIBEIuQAAIBEIuQAAIBEIuQAAIBEIuQAAIBEIuQAAIBEIuQAAIBEIuQAAIBE+n+KDrJ0FRqa4QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "x = np.linspace(0,2*np.pi,100)\n",
    "y = np.cos(2*np.pi*x)*np.exp(-x)\n",
    "\n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.text(x = 3,y = 0.4,s=r'$exp(-x)*sin(2\\pi x)$',fontsize=18,color='red')\n",
    "plt.xlabel('x',fontsize=18)\n",
    "plt.ylabel('y',fontsize=18)\n",
    "\n",
    "plt.title('Exp decay',fontdict={'color':'red','fontsize':18},alpha = 0.4,rotation=30)\n",
    "\n",
    "plt.suptitle('指数衰减',fontfamily='KaiTi')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ordered-jones",
   "metadata": {},
   "source": [
    "### 箭头"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "overall-survival",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "data = np.random.randint(0,10,size=(10,2))\n",
    "\n",
    "plt.scatter(data[:,0],y = data[:,1],color = 'green',marker='*',s = 100)\n",
    "\n",
    "for i in range(9):\n",
    "    start = data[i] #起始\n",
    "    end = data[i+1] #终点\n",
    "    \n",
    "    plt.arrow(x = start[0],y = start[1],\n",
    "             dx = end[0] - start[0],dy =end[1]-start[1],#水平和竖直的距离\n",
    "              lw = 2,#线宽\n",
    "              head_width = 0.2,#箭头宽度\n",
    "              length_includes_head = True #长度计算包含箭头长度\n",
    "             )\n",
    "    plt.text(start[0],start[1],i,fontsize = 18,color='red')\n",
    "    if i ==8:\n",
    "        plt.text(end[0],end[1],i+1,fontsize=18,color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "german-founder",
   "metadata": {},
   "source": [
    "### 注释？"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "auburn-qualification",
   "metadata": {},
   "source": [
    "## matplotlib图表"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "serious-board",
   "metadata": {},
   "source": [
    "### 直方图（其实就是一种条形图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "dried-boost",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(10000)\n",
    "\n",
    "#接收的参数分别代表统计次数、区间、图像\n",
    "count,bins,fig= plt.hist(x,bins = 50,color='red',density=True)#----- 分成50份\n",
    "#-----density参数True，会把y轴的统计计数转换成概率密度，但形状都一样！！！！！\n",
    "# count,bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "assured-noise",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  1,   0,   0,   0,   0,   1,   0,   0,   1,   0,   2,   3,   2,\n",
       "          5,   5,   4,   7,   5,  17,  13,  21,  24,  30,  26,  34,  41,\n",
       "         43,  53,  57,  81,  79,  89,  87, 100, 126, 167, 146, 161, 164,\n",
       "        195, 207, 198, 241, 256, 285, 261, 281, 281, 290, 310, 335, 291,\n",
       "        297, 272, 327, 272, 302, 256, 273, 250, 228, 248, 212, 199, 189,\n",
       "        202, 178, 153, 130, 132, 108, 101,  87,  84,  72,  64,  60,  38,\n",
       "         30,  39,  28,  26,  19,  14,  13,  15,  14,   7,   4,   7,   6,\n",
       "          3,   2,   3,   2,   2,   0,   2,   3,   1], dtype=int64),\n",
       " array([-3.95251591, -3.87663015, -3.80074439, -3.72485863, -3.64897287,\n",
       "        -3.57308711, -3.49720135, -3.42131559, -3.34542983, -3.26954407,\n",
       "        -3.19365831, -3.11777256, -3.0418868 , -2.96600104, -2.89011528,\n",
       "        -2.81422952, -2.73834376, -2.662458  , -2.58657224, -2.51068648,\n",
       "        -2.43480072, -2.35891496, -2.28302921, -2.20714345, -2.13125769,\n",
       "        -2.05537193, -1.97948617, -1.90360041, -1.82771465, -1.75182889,\n",
       "        -1.67594313, -1.60005737, -1.52417161, -1.44828586, -1.3724001 ,\n",
       "        -1.29651434, -1.22062858, -1.14474282, -1.06885706, -0.9929713 ,\n",
       "        -0.91708554, -0.84119978, -0.76531402, -0.68942826, -0.61354251,\n",
       "        -0.53765675, -0.46177099, -0.38588523, -0.30999947, -0.23411371,\n",
       "        -0.15822795, -0.08234219, -0.00645643,  0.06942933,  0.14531509,\n",
       "         0.22120084,  0.2970866 ,  0.37297236,  0.44885812,  0.52474388,\n",
       "         0.60062964,  0.6765154 ,  0.75240116,  0.82828692,  0.90417268,\n",
       "         0.98005844,  1.05594419,  1.13182995,  1.20771571,  1.28360147,\n",
       "         1.35948723,  1.43537299,  1.51125875,  1.58714451,  1.66303027,\n",
       "         1.73891603,  1.81480179,  1.89068754,  1.9665733 ,  2.04245906,\n",
       "         2.11834482,  2.19423058,  2.27011634,  2.3460021 ,  2.42188786,\n",
       "         2.49777362,  2.57365938,  2.64954514,  2.72543089,  2.80131665,\n",
       "         2.87720241,  2.95308817,  3.02897393,  3.10485969,  3.18074545,\n",
       "         3.25663121,  3.33251697,  3.40840273,  3.48428849,  3.56017424,\n",
       "         3.63606   ]))"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#numpy 提供了方法，统计计数，与上面的count，bins结果一样\n",
    "np.histogram(x,bins = 100) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "incomplete-infrared",
   "metadata": {},
   "source": [
    "### 箱式图(表示数据分布)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "imposed-formula",
   "metadata": {},
   "source": [
    "箱式图，绘制了数据分布情况：四等分位数绘制，同时绘制异常值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "growing-conditioning",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.02271764,  0.93560275, -0.79762419,  0.84379471],\n",
       "       [ 0.17596628, -0.17881691, -0.04845727, -0.19212154],\n",
       "       [-0.07625626, -0.05476726,  0.97409949, -0.47587504],\n",
       "       ...,\n",
       "       [ 0.20211911, -0.4471511 ,  0.73799555, -0.72487048],\n",
       "       [ 0.90829383, -2.21018526, -1.5962672 , -0.47695353],\n",
       "       [ 0.96263848, -1.57160897, -1.22401147,  0.12803824]])"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.random.randn(500,4)\n",
    "labels = list('ABCD')\n",
    "_ = plt.boxplot(x,\n",
    "                labels=labels,\n",
    "                notch = True,#notch参数修饰中位数的样式\n",
    "                sym = 'r+'#设置异常值形状------b对应颜色，另一个对应marker\n",
    "               )  \n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "clean-trial",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-3.11461673, -0.6377602 ,  0.01944367,  0.70415216,  3.44004331])"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#几等分？？\n",
    "np.quantile(x,q = [0,0.25,0.5,0.75,1.0])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "bound-device",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>500.00</td>\n",
       "      <td>500.00</td>\n",
       "      <td>500.00</td>\n",
       "      <td>500.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.97</td>\n",
       "      <td>0.98</td>\n",
       "      <td>0.99</td>\n",
       "      <td>0.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-2.51</td>\n",
       "      <td>-2.77</td>\n",
       "      <td>-2.91</td>\n",
       "      <td>-3.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.74</td>\n",
       "      <td>-0.56</td>\n",
       "      <td>-0.67</td>\n",
       "      <td>-0.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.08</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.58</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.44</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.99</td>\n",
       "      <td>2.96</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            A       B       C       D\n",
       "count  500.00  500.00  500.00  500.00\n",
       "mean    -0.04    0.10    0.01    0.08\n",
       "std      0.97    0.98    0.99    0.97\n",
       "min     -2.51   -2.77   -2.91   -3.11\n",
       "25%     -0.74   -0.56   -0.67   -0.54\n",
       "50%     -0.08    0.10   -0.04    0.11\n",
       "75%      0.58    0.77    0.70    0.73\n",
       "max      3.44    2.67    2.99    2.96"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.DataFrame(x,columns = labels).describe().round(2)\n",
    "#如下50%位置的4个数据，分别对应上面箱式图的中间红线位置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ordered-spray",
   "metadata": {},
   "source": [
    "### 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "wooden-consumption",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([47, 28, 76, 63, 57])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p = np.random.randint(10,100,size = 5)\n",
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "developed-treasure",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WMJ0idWE7Bd46b4mt0PbV8ivKrxR24TQ7HgXa1cynYZ71TT+02znf7L2wzVQB/EVtq3pqVKIYJ2+dNx8bn6+4uuIaW56tyOx4FEPQYy+OSGn67J5IXLK3R6c/dPJJWMkcM1RfSBKKJT+pK6aj3ylu8Sb9gtxVB/zC7CCsTCWKcfDWeW3ATeVXlF/rnORUC+qyiSZsb+I46cynzkGd6Xf7eLYpdtzXnm2KseSnfvK+OcCFDwyyt2d8+ea/XgxT9l8+Tv+Rn0nf8XHTX4OE33GBH+mYroDO+b8YZOYPfLxy6Fic614I0+ZLPlE84Tu9udkxS93EGK6vrm/4ktlBWJVKFGPkrfMK4JqiZUXX583OqzE7HuV4mzTHCWc+BaOSDzwc5NDA8Rfb11rirP5VgHAcvnWJCyHgit8EjrvAj+YPO6J85Z9hvrHSxeu35PMfF7t4YFuUu1+OJH3MA1ujDEYkS6fZ+PoG47lQTHLYL5lVktxHNqIT/7rt1rIxBZ/7vlVd37DG7CCsSCWKsTsnb07eJ4vOKTrP7ECUE9vucB7XXOgO6FzyywBvd5+4lfDvT4Uodgue+1g+n13q4vEP5jEQlvx089gmUd35bJj/c56T25e6WDzZxldWuFg1y8Zjb8eSPmZPj86a0+18/EwnexKtmofejHL9ouSLpP5pYNGhDntlwZiCz30aRgHBnFoMK4SoFEJcJYT4tBCiIh3nUIliDLx13ln2Yvtnyy4rW6FmOGWvvS7ncWsGfvVGFLsGj1x//Fh3b1Dy/ME4Hz/TQanHmN6c7xRcv9DBX3clnyjiuuR773Lx78uHz2tw2gSaGMMxEuya8SeeaNA8uTfG5bOTm9AViovoOvvNablg5IAi4K/V9Q2WG7sRQriFEP8uhPiiEOLLQogvCSG+DFyNcS3/MLBTCHFWqs+tLnZJ8tZ5SxDcXn5V+QWaU1Mza7JYZ54j/53PvXueg2c+mkdZ3vHrXBq74ugSLpgx/EK8eLLG6+3Jj1PYNMGaOQ4qC499rN7siPP0/hjvmm1P+pgpBYLtHTqbW+NMzhe81hJnSaWNZNfo/Np3dkufvUzN8jm5+Rj7WFhq0ZOUMgTUAouklN8G7gW2AM1Syr8C/cB+oDHV51aJIgneOq8LuK30ktJlzjKnKhme5UJuW1FIl/Ghz80q0bBpJ74u9CVmHVUXD/84lOcLugJjm2l0xI6OOJ94JMh5PxvkktPsx7UgRjrmAwsd/HN/jC//M8zHz3TwwLYIH69zEo2PHoc/poW+7/hE5ZgDnniuBG43O4hxuAtYI4S4FyNRXAD0CyG8iX/fLKUMpvqklksUmeiPGyoxeP2BvNPzlhUsKFiS7vMpKaAJbZtwJl3z6UgZwTzH8ETithuPfeGxJ4rekOSN9jiBqNGFFD1Bw+RkxyyebGP3ZwpovC2fa+bb0QT88JUwnm/6+OQjI18Dfu4///Cgzesac8AT07er6xsWmR3EWEgp9wGvAHdjdDX9HGNh4TrgISnlpnScN2sThZn9ce9wpi3ftrb00tLz1biEdWzR7EnXfDqSEN6ZDo4kkHCcMbtghp1XP1nAsx/N46m9MT7/t9CYjplSoDFvko1fbI3ynvkOvrEhwr1r3fzmzShvdpw4oP6oLfAT58dybVOidHJjdEFZLbHeB3wNeAr4IlCQ+PcX0nXCtF34hBCaEKJCCHGOEOJ6IcRdQog/CiFeEkL8UwixYKTXm9kfd4S3zlsOfKr8qvKzbG61qM5KtjtcSV/epxQYiaK5f/htf1fAyBSFzvF3ZV9UbeeGRQ4ebjx+3cZox+hSsq09jtclKPUIPnm2kwXlGru6Tjxucs/gqs6w5plIxf9SYTHwrUyfVAiRL4Q4QwhxXeLa+AchxGtCiF2J6+QJa1QJIS7CSAofAR4ErpVS/jnxpzdd8abll0oIMRv4H2ApIIBDwD5gL7ABeB3YncRb3QW8kuiP8ybe429D+uMuTkd/HIC3zmsHPlV8QfFC1xTXnHScQ0mffW6HgyQ3Rp1TpuGxw0uH4lxUfewjsaUtjscORe7kEkVXQOc7L0b4/HInFfnH7sFKPYKYLpM+5ogndsdYc7qdYEziToTlsQsC0eO7wrrCDt/PXTeq8bPx+bfq+oaGpnVrn07lmwohlmFcp/KBScB0YEbi8SDQBvgAf+Lf+wAbkAdcBLz4jvfzAH8Aviml/G8hRCdwWAixCjgToxDiPVJKfyq/D0hTopBS7gVWpeB99gkhjvTH7cH4Ic8hzf1xCVc6JzvP8tZ5l6XxHEqadOU5ChhI7linTfCu2XYe2Bbls0uduO2CaFzy0I4oF1UPnwk1GJHkn6SF4XUJ7tscIRyHH6x2A8Z02Cf2xDhvqi3pY474w1sx7r/SzfYOnUBilu5g9MTn/37wit6421mY3HesvIMA1lfXNyxuWrc2lXflWzHKh8zCuEl+GHhDStkzzvdbBzQBpwkh/gTMBmYCNwPbgR2Q7O3R2FihmXqkP64c2IXR7HoKeDZdJ/TWeWuA90xaPWmJsAkr/IyUd4i4bV6/JFYgkvsd/9L5Ti54IMB1Dwe5dYmTn7wWoXlA8uMrjs1W+uJTIX74SoR9txdQVXh8r63TJvjqChdf/EeYroDk/Ok2/rIrytvdOvdfmZf0MQD7enWmeQUuu2BumUZ/WPL158Ls6NBZUD783G0hV+9vXO9TrYlTMw3jWnNdqt4w0X3+k1S8lxDiCxitkPOABUAHMBn4lpQyZTGfTEYHZ4UQBWOZqWRGf5y3zlsE3FqyomSqo8ShyhNblRBiK/a+ZA9fNt3O+mvc/HNfjDW/DtCwO8YdFzp597xjq6FdNmPKrD7CJKgvLHfyozVuXm2J88V/hAhG4emP5nH+DPuYjnns7SifPMtIUl6X4L8udXH3y8aK7vmThrc81oWuHUTYLLUmIEt9oLq+4cNmB/FOQohS4LdSyq9IY6vfnYALWALMF0L8VgixSQhxZ9piSMcWw0IIO8bFvRKj2VUDLMRYFdkL/F8p5b2jvIcHOMCx/rjVGE2vz5Gm/rjEVNibHaWOCys/WHmtsAurzYZQhripqav5szIwpjvt7oDOqy1x5pTZOL00+ye5NQXzui7ip5OEmpCXKgNATdO6ta1mB3IiQohC4HvAFKAbOB34MtACtEopw+k4b7rGKGJCiMeBZRjdRb8ADgIdUspk+9DM6I9bDCyfdMWkJSpJWN8OpzNOODCm15TlaayZY52L7tfDN0SE2zrxWoAX+G/g/WYHciJSSh/wKQAhxCLgC1LKFxKPRaLHpso4VL6eqvOmpUVxqhL9caXA/+X4/rh3p+Oc3jpvAfCtoqVFs4uXFqu9dnPA5J5Q6z/6O6rMjiNddga87au1+yabHUeOWtu0bu3jZgeR6J2ZBBQm/q7AaE1UYfTULANaMdZSFGEMzNuAEuCvUsoPpCKOrBuoHdIf15J4vBOjC+tofxzGzKdHpZT/kcJTv8/utZd5z/auTOF7KibqyXMUkPT6bOu5M/pRo6daSYd7qusbFjatWzu2JmnqnQk8gNHVvhtjCu1+YBvwCEaXU5eU8riFOkKkbtfNtCUKIUQJRuar5FgGnIoxu+DInzKMecT3SynvABg6dewE/XHtwD0k+uNSFWtiltPKstVlizSHpoqp5YioS/P26kRKNHJum9pt/tK2V1zLVE2n9KkG7gDqzQwisQSgdpyvTVnXfEq6nhJJ4R6MgZXJGNUQmjAGo4/8acEYKBoEohgZsghj3GESRrI4afYe0h/3scRjgTFl9pT647x1Xg/wjbw5eVMnXTHpumQrdCrW8IN9bZ2XiGi52XGkki7h6oEvdW13nTHJ7FhyXASobVq39m2zAzFbSloUUspeIcRtGJmvUUrZOZ73SaY/LrEA77j+OCHEePvj3o2gpOTCkgtVksg9WzRn8BI5ts2Hst3L/imHtrvOUDWd0s+JMbA94XfFS1nXU2Jdw4ZTfJuM9sd567wzgDUlK0rK7IV21YzPQW+5nJJQ0vUBs54ukXfIm4/bb0NJm9XV9Q3vblq39hGzAzFTVg1mZ7I/zlvn1YAPaR4tWrCoQA1g56gDboeT4wu3WtbTvpnNe5zz1ELQzLq7ur7h703r1ubQb9LYTOQJ2GcD88ouKZuvOTV1h5ajevMcOVP/KKaj3yVuKTY7jgnoNOD/mB2EmSZkokgMYH/IWe4MeWZ5lpodj5I+MZetoFMXOXEn+LhvTvMhx0zL7fWcI75YXd+QMzcdYzUhEwVwCVBYuqp0qSr6l/s2CUeSdWSzVyRO7Ou2W9UsJ/OUAf9mdhBmmXCJwlvnLQWudk1zRZxTnOMaD1GsZavNmZY9SzLpYX/toU77FNVFaq7PVdc3lJgdhBkmXKIArgFkyfkly4WaDzshvOVyjH5QFgvGReS/bJ9SpTrMV4Sx9eiEM6EShbfOOx1Y4Z7hjjmnOC21qboyfs1up6ULXfzKt6S1z16mKgZkh89U1zckvVVCrphQiQJ4NxAuXl68QrUmJo7+PIdlB4D9MS10t+MTOVvY0ILyMcp6TygTJlEkFted457pjjsnOxeaHY+SOXGnltcqhdnF3cblZ/4L2gO2wpyrVWVxt1TXN0w1O4hMmjCJAqM1ESpeXnyRak1MPJuw3synvqht8CfOj06oC5JFuIGvmh1EJk2IRJFoTSxxV7t1Z4VqTUxEW+3OtOz8lU73DF7SFdE8avp2drqpur5hwuxTPiESBcZMp2DRuUXLVWNiYtrptFbvTWfYMfAL1wcnzIXIghzAp80OIlNyPlF467wzgbPsJXa/a4pLzXSaoA55nG6zYxiL7wfX9seFM+c/nxb3qer6hgkxG20i/CJeDQSLlxUvEZqwmR2MYo6BPHuR2TEkqzXk6v2t672qjHj2KwU+ZHYQmZDTicJb560E6oRDdHmqPeeYHY9iHt2huZukZol6498OvTeAsKk+UmuYEMUCczpRACuBWNF5RYtUhVjFCjOf9gfzuh51X6lmOlnHour6hlVmB5FuOZsovHXeAoxE0Z4/L/88s+NRzLfNAjOfvh7+YMr2OVYy5nazA0i3nE0UwFLAlr8wv0rtXqcAvO3K7sHhnQFv+9PuVWoVtvVcWV3fcJrZQaRTVn9wxstb57UDa4GuwsWFqjWhANDicWT1zKc7ox81OwRlfDTgM2YHkU45mSiARUCxvcguneXOeWYHo2QHX549a3eH2+Iva33FtUxViLWuf6mubygwO4h0yblE4a3zCuBKwOc921urpsQqR0i75tyta1k3oK1LuEP/pLVWBCrv5AXeZ3YQ6ZJziQKYAcwGejyzPGeYHYySXTYJp9/sGN7pJX/loTedi3Nq9zoZjxLtbUMPp25Gsh7yI2NZPdZ/o9kBpEsu1pFZCsTc1e5ye6FdDQwqw2xzOCM3xLJnC+24RN4hb87Y1O14oJ+2B29n0pWfwz1jMQChg2/Q/tuvnPQ1k2/41tFjk9H/ysP0b3wIGQmCZiN/4SrK3vVphP3EG0j5tj1Jz99+zMwvPXY0xs4/fYOYr4vyq+txVRm9x/0vP0zBmatxFE9JOpYMW1ld3zClad3aw2YHkmo5lSi8dV4ncBHQWbi48CKz48ll8cE4wiHQsnsi0XF2uxwaMbOjOOafvpnNe51zZ2TiXHo0TOdf1xH3dQ173lE2nbIrP3/c8eHmN/G/8RQ2b/L79AzufIG+535JyaqbcM9YTHDva/Rt+F8cpVUULX3/ccfH/b30PfvAsOf82/+BHg3hqppP/8bfUfG+O5GxCPHB3mxOEgA24HrgB2YHkmo5lSiA+YAHjU73NHfyt0AZJnVJ56Od9DzXQ6w/ht1rp/yqcspWlQGgh3Xaft2G73Uf8WAcV6WL8rXlFJ079ioU/kY/hx86TLg1jKfaw9RPTMVVcfIN33qe7aH1wVYWPWiUxYr5Yhz874NEe6NM//R08mbnAdDZ0EnpylKc5dbqWm/zOPPIkvXZMR39P8StGRlgjwcH6Hz4a8QGOo77mi2/hIKFK4973rf5EfIXrhrTxbn/hV9TePZVeJdcDYCzYhahA68T3PPaCRNFzz/uQw8P3yok1tuG57SzcU+vpeef/wPAYOPz5NdcmHQcJrqRHEwU1rodHN1FQHH5U2IAACAASURBVLDwjMLZmlPL2hkIHX/poOMvHRQsKKDqw1W4Jrto+2Ub/a/2A9D26zYGtg1QdnkZlddXYiuw0fyTZga2jm0cNrAvwIHvHUDGJJPfOxkEHPj+AfSofsLjo31RDv9+eKu59/le9LCOZ7aHzkc6AdAjOrH+mOWSBMBgnr1Il9LsMAB4zDe3ucUxIyO77w3ueAY0G+XvvSOp4wN7XiHSvp/iC25I+hxSj1Oy8ia85713+BdsdjhB1ebAnlcI7NpIweLL3vlGCGEDzQYyDkBw/2bcs85KOhYTLamub5hjdhCpljOJwlvnLQLqgK78uflZ25qIDcToeryLKTdMYdonplF6cSkzPzcTu9dO74ZeZEzSt7GPKe+fQvkV5ZSuKqX689U4yh30v9Q/pnMdfugwtjwbs+pnMenySVR/rho9qNP7bO8Jj2/7VRt6cHgSiXREKFhcQMkFJYTbjYXN/a/2U3SeZWrsDSNtwtEo7WP7QaZBOC5i37DdmrEBbM/p5zH5hm9h8xQmdXz/xt+Tv/Bi7EXJz9gVmg3P7CXYC0qPPhfpbCJ04A3cs+qGHauHA/T8/V4K6q7ANW3BsK9p+SVEug4QObwHW14J4ba3cU05HQttEZBzg9o5kyiAMwGEXeAsd841O5iT0cM6FddUUHZJ2dHnNKeGc7KTmC9GfDCOjEk017H/GqEJhE0gHMl/UOKDcQJvByheUYy9wOhh1FwaRecVnbBlMrB1gIHNA5SsKHlHwMfOT+JG3L/dT0Ft1jbYRrVZc5g+8+lhX+2hLvvkjA1iO4qnILTkZoqH23YTadtF4VlXjvt8kc4DdD/xQw7/7+fxzDyDonOHtzL6NvwSEJRcdPwiw/z5FxA68Dp9z60nv/ZS/Nv/QX7tZch4Fg0ujeyDZgeQajmRKBJrJy4F+goWFlQLuzh5J7zJnOVOyq8sH1YcVMYkoUMh3FPd2IvsuKa66Hy0k3BbmHgwTmdDJ5HDEbxnJd9LEW4Ng4T8OcOvRe7pbkLNw2f9xINxWv+3ldKVpeTNyRv2NXuRndChEMGmIHavncC+AJ5qj5Xu7o7zusNp6hUnGBOR/7LfnLWL63xbHsVZNQ/XlNPH/R562E+kcz8yGgbNhtSP/cjDLTvxbX2csstvQ3PlHfdaZ8Uspn7yp1R94l7y5i5FCIFv8yMc/N61dD/xw3HHlEFzqusbcqpadU4kCqASmAYMeGZ75psdzFj1bOhBD+oUn2+Ma8787Exi/hi7v7ybxlsbaX+4ncobK/GenXyiiAeMvl1H+fApibZCG3FfHD1yrIup/eF2BILJ7z/+2lV0bhGDjYO0P9xO8QXF9L3QR/GKYmQsO/r5x2O3yTWf/td/Tlu/vSQrN7zRwwECO1+goPay0Q8egXvaQio/cjeTb/g2oaZt9D79cwBkPEb3kz8if8FFeGYvOenrbQUlOMqm4X/jKTxzltG/8SFK3/VpBhufI9LZdEqxZUhOtSpyJVEsJNEx4prsslTJjpgvRsdfOsivyadgodGd0/33bmJ9MQrPKKR4eTG2PBudj3US2BcY5d2GSFzH3zl9VXMYj/WQkSgCewL0PN1D1ceqsHmO75pwT3czZ90c5nxrjpGoBHQ/1c2OT+2g5Rct4/iOzdfucRx/G5shvqgWvNvxiawtUhnY8woyHiNvztKUvJ97Ri15NRcS2PUiAAOv/omYr4uiZdcRD/QTD/SjR4KAsX5i6AI9KXUiHfvQXHlonkIKz1yNo2wG0R5L/N6tNTuAVMqVRHE+0Jc3J69Kc2kZmUWSKq3rW5FhSdXHjLWBwQNBup/qZvot05n5bzOZ9qlpzPn2HDSXRsvPkv+ACGeia+idN/6JxzImkTFJy4MtFC0tonDxyQc5HcUOXJUuejf04j3bS+ejnVR9pIq+l/sIHcqexWvJCuTZi6PSnKlP/+Nf0R60FWTtdLFA4wZc0xZgyx/7rN14oJ/eZx8gPtg37HmbpxCpH5m9tAUZHqT1Z7dw6Ec3cuhHN9L7j/sBOPSjG+n449ePvi64bzOe05YgYxGEzfiRCbvT6M7KfnOq6xtmmR1Eqlh+HYW3zlsKzAQO5M3NO9vseMai59keBjYNMPWmqbgmG8MqgzsHseXbhs0qsnvtFJ9fTMefO4gPxrHljz4oaS8y/mujPVGcFceuSzG/0VesuTU6n+gk2h1lxm0ziPmM5/Ww0dKI+WIIm8CWZ5xL6pLQwRD58/Ox5dsovbiU3ud6CbeFcU/L6qKsx9OE7U3p6KsTsYwWCeyL2Abvc30ka7c4lbEIoQOvU3T+yafE6pEQ2km2H9dcefi2PoGMRSm99FPGe+pxgvs2HV1dXbLqE+ih4XMJQvu3MPDqn6i47hto7mOTJAI7X6Ds8n8l0tmEjBnJQUZDaNldBHio1cC9ZgeRCpZPFBiL7CSAu8ptmfGJwN4Abb9qo3hF8fCZRtK4KEsphw0YH7mAy3hyN8LOyU6EUxDYEyB//rEB7VBTCOE0EoD/TT96UGf3l3cf9/qdn9lJ3rw8TvuyUWbf/4afwsWFyKg82n0lHGLYWIeVbNYc/joymyh+FLisK+L2zMzkOcci1NKIjEVwTa054dd7n/kFA5sfZerNP8NeWHbc14XNQdHy6+h79gH04ACuaQsIvP0S0Z5WSi//V4ATDpAfWSnuqT7z6HPRvsPYCich7A4cpVPRw4P0vfhbIl0HcUyanopvNxMuRyWKrLEM8DunOIts+bbkaw2YKNwe5sAPDuCa5qLqw8PLUTnKHOhBHd/rPrxnGr1o0d4ofRv7sJfYsRUea03oYX3YNNqhNLtGwcICel/opexdZWhODRmT9L/aT/48I3FU3lBJfDA+7HX+N/10PdFF9b9XD2u59L/WT9XHqggfCh9NDiOdP9ttdzhjRIMZO19n2DHwgOuGrL7ChQ+8AZoN55QTrxcTNge2vCIYodfOe+61CLsT3+ZHCex5BWfFaUy+4Zu437FWYjTBPa9SeMblgNFSKbn44/Rv/B3es6/CUZbVP8ahVlXXNzia1q2Nmh3IqRImddWmhLfOmw/8EGgpWVGy2Hu292qzY0rG3q/vJbg3yOT3TcZROnxWkvdsL7u/vJtob5S82XkIhyCwN4CMGOMYpRcbi5kOP3SY7qe6mfuduThKTlxsLbAnwL5v7qPwzEJKV5bS83QPvm0+Ztw+A2/diYdyep/vpeXnLUdLeICx6K73+V4mv3cy8WCcxn9tpOLdFXQ+2snpXzsdV1XWzkY+qRldwUMNvs6MdQPV976n+Xee91vmCqekzMVN69Y+Z3YQp8rqLYq5GAPyurPSWW1yLEmJ+WME9xp3su0Ptx/39UUPLmJW/SwO//4wg42DxENxHCUOSi8upeSiY11Uwi6weW3HD1YPkXd6HtM+OY3W9a34tvpAQPnV5SdNEifje9139Nw2j40pH5hC5yOdlF1WZskkAdDhceTjy8y5WkLu3t+5r83asQklrS4HLJ8orN6i+ARwNtA+/Zbpn9XcmjXrSqRZzB8juC+Ic7Lz6KD5hKdL/bX9B6U7Axtb/WvfjYcec69ViWJi2tq0bq0lilSNxJodzBxdjX0G0OeqcpWoJHFy9gI7hYsLVZIYShPaGzj6Rj/w1OwL5neqJDGhnVld32CJsdORWDZRABVAHhDOOz2v2uRYFAvabHOkfTT7a+EbLVOgSEkLAZzaMvcsYOVEMQvjPwFXpava3FAUK9qe5ppPbw0WHX7WfXHWrsJWMiY1y9xNZOVEsRgIAThKHdXmhqJY0T63M62TOe6Mfcy6lROVVLJ8gUBLJorE+EQt0OeqdBVbrWyHkh26PI601Urf7J/U8prrvKytEKtk1JnV9Q0nnsNuEZZMFMBkIB+IuGe4q0Y7WFFOJOyxFQ1KmfLuJ13CHfon1cwB5QgXxo2tZVk1UVQf+Yezwqn6gJXxEUJsk6mf+fSiv+rQDmdtxnavUyzhXLMDOBVWTRSLSIxP2IvtKlEo47bZ5hxD7fbRxSXyTnmzdbf/U9LF0uMUVk0U88BYV2svtE8xORbFwt50OlO64vQfvurmfc45GS02qFiCShSZ5K3z5gFlQNBZ4fRqTi1j+w4ruWd/Cmc+xXT0/xC3qCShnMiC6voG0zbMOlWWSxTAFI6UFZ/uVq0J5ZR05zlOvmPTGD3qm9fc6pihZuApJ2IDLFvKw4qJopLEQjvnZDWQrZyaqEvz9uucchnocFzEvmG7tTwVMSk5y7LdT1ZMFHOAMICj2KFaFMqpEYKtKaj59Hvf4kPd9grLdi0oGTHP7ADGy6qJwg9gy7epKYjKKdtsd55SzadgTES+Y/+UumlRRjPb7ADGy1KJwlvndWF0PQUANLemBg6VU7bD4Tyl/VzX+89tG7CXWGYjZ8U0KlFkyGRAB6SzwukVNmH1jZeULHDA4xj3KmpfVAv+t+MmNVamJGOGVUt5WC1RlHFkILvCWWpyLEqO6DmFmU8/HbywI2grcKYyHiVn2RhSVcJKrJYoJpFIFI5SR8koxypKUmIuW0G3NCZIjEVvxO6/z/lRtSmRMhaW7H6yWqKYSmLGk91rVy0KJWU2jWPm048Cl/VENVfat1JVcopKFBkwDQgC2AptqkWhpMwWm3NMLYqOsLP/Qdf1qjWhjJVKFBkwmSOJIs+mWhRKyjSOsebTd4NXDejCYbXPj2K+080OYDws84vurfN6MPagiAKozYqUVDrocSY9IH0o5O75vesa1ZpQxkO1KNKsFGNqLGgI4RBqFaySMn159qJkj/1W6P1BhE1tc6qMhyU3WrNSoijhyIynEke+EEJ9UJWUiTtteYd1MeoK7b2Bgs7H3WumZiImJScVVdc3WOm6C1grURSRiNdeZFelxZWU2yQc/aMd87XojfFMxKLkLAFYrqKE1RKFDmAvVIlCSb3RZj69OVh8+DnXRaqmk3KqLDdj00qJogyIAGgezWNyLEoO2ukaeTz7zti/WOnzomQvy83YtNIvfhmJGU82j00NZCspd8jjOGlhv03+8pbNriUVmYxHyVmqRZFGRRxpUbhVi0JJvf48xwmnXOsS7tA/oarDKqmiWhRp5CXRohBOoT60SsrpDs1zUNcG3/n8C/6qQ285a8vMiEnJSSpRpFEBEANQ5cWVdNkkHANDH8d15B3cWmBWPEpOUl1P6eCt89oBJxAHEJpQhdiUtNhmd0aGPn7KP6u5yTHbctMZlaymWhRp4gaO1uIRmmpRKOmx03VsX5moTvxr4haVJJRUs1z5IaskCjtDEgUaqkWhpEWLx3l0osQjvppDrY7plvtQK1nPctcvSyYK1fWkpIvPY9R8CsdF7Jv2W8rNjkfJSZa7flmlC2f4D1a1KJQ0kQ7N9VbMHt7kX3S4x10+0+x4lJxkueuXJROFGqNQ0ulZCrrvdXxqstlxKDlLJYo0GR6nZpkuM8ViSg/Hwy/unnmoy93RBB1mh6PkCBmLFLoq5/1T2B1R4HWz4xkrqySK4RlYMqbdyBRlJI6gHl/+Ynhw1XbhnBe0u/bRXfJn/Xe/MTsuJafMAO4I7H7FZ3Yg42HJRCF1qUo9K6dsbmOsY81LsdBZ7Vqlh0T5DgHTpT7DjhQxhLohUVJFYp3JQ8exZKJAN1ZoK8pYlXTF/e/aEOu6eI8oKotrFSf6CLgEruXEztyAo8uEEJXcNEiiBJEVWSVRDLuzk7pUiUJJmj2sx5a9EmtbvU3aZw9qUzRso5bk+KYWfG2F7rg7E/EpE0I8sPuVkNlBjJdVEsWwxCDjKlEoo5uzM9a5ZmMsuKTdNtmNNn0sr80TXBDY/co30hWboliJVRLF8DEJHTVGoZxQsdG11H3xHuGdFNfKT+FX/ILG+TWOmp2Nlu0uUJRUsUqiUC0K5aRsET2+7JVY6+VbpW3OoFaZTNdSEvKBc4EXU/BeimJpKlEolnX6zljnmpfigXMOa2PuWkrSSlSiUBRLJQpx5IGMysgIxyo5rKgnPnjZhljXyt3CWx7TytO8yHUloMYplAnPKoli2JiEHtKP24VMyV22iB5f+kqs7fJtUpvr1yo1bJmqwbS8cX6Nq2ZnYzhD51OUrGSVRDGsRREPxAMmxqJkyOy3Y51rNsYC57TZJnvQppkQghtYCjxnwrkVJWtYJVEM62qK++OqRZGjvD3xwXdtiHWu3I23PGY7lVlLqbISlSiUCc70T2GSohitChsQj/liKlHkEFtUj5/3aqzt8i1Sm+vXptiwVZsd0xCrgLvMDkJRzGSJRDGwdUB667z9gAOIx/pVosgFp+2Oda15MTZ4rnldS8k4r3F+jadmZ2NwrC+855anlwAXpSEmRQHYc9t9q/6aiRNZIlEk9AMlQCjWHwtKXepCE5YtsjVReXvjgUs3xDpXvU1BRcw2CeyTzI5pFE7gfOAf43htKfDd1IajKEf9GVCJ4h36gKObyciYDAqnyDcxHiVJR7uWtkox16dV2jI3aylVVjK+RPEiRrepI7XhKApA5oqjWilR9DLkA6dHdL/m1FSiyGLVe4yupaVttgqPzNqupWSsTOag2urlAvgccHTx3/UrPttZnD+pKl2BKRNaxkoZWSlR9GB0AwCgB/ReClDbVWaZwt544NLnja6lyVFLdC0l45zG+TUFNTsb/SMdtL1po6ytXl6Kse+AH6Dbd3i/ShRKmqgWxQkMDH0Q88d6nBXOkx2rZJAW1fVzX4u1Xr5FivnW7FoajR1YATyRxLFbgNUYNza0dO/bO3vKovPTGJsycalEcQJ+QD/yIDYQ6zExFgWo3hvrWvNCbPC8Nq0iz9pdS8lYSXKJYhdwxZEHe9reaL6gZm1c02xprTWiTEiq6+kE+oY+iPZEVaIwQUFfPHDp87GOVbsonJI7XUvJSGqcAmjCqCIgABmJhWIDwd7m4vxJ1ekKTJmw+jN1Iislih6G7Dkb6YioRJEhWlTXz9kUa1u9RTJ/QKvMsgVxmVLXOL+mqGZn44gfzu1NG/211cubgQLAB9A10NakEoWSBp2ZOpGVEoUfY6qhDYhH2iMDUpdxoQnVpE+T6fti3Ve8EPMva9XK86Q21ex4TGYDLgQeTeLYLcBVJBLFoa7d+0+vrL04faEpE1RHpk5kmUSRWJ3dhnGn5kci9ZDea8uzTZSuj4zI7zcWxF2yi4IpUVsZ2MvMjimLrCS5RPE2Q4pY7jn8ZsuKhVfHbJrNMp83xRJUi+IkWoAzSUw9jAfiPSpRnDoR0/Ulm2JtqzfrcsGArSoHZy2lSrLjFAcSfwtAxuKR+ECg52BJQflpaYpLmZgyliisVgKjGaP0MwCxvli7ibFY3vT9sZ6b/zd84BffjYX+/Rltau2AfZoNVRZlBGc0zq8pHe2g7U0bAxjJovDIc50DLfvTGZgyIamup5MYlkEjHZG2vNPzzIrFkvIH4sFVz8c6Lm0kvzJqmwS2US98ylECuBj4UxLHbgWuIbH+p7lzd9PcqjPTF5kyEamup5PoAeSRB6HmUJuJsViGiOn6ks2xttWbpVzQn5ML4jJpJcklireHPtjXvqP1Yv09EZtmV6tElVQI3XbfKl+mTma1RNHBkE2Sw23hPj2qBzWH5jExpqw1vSnWveb5uH9ZiyjPV7OWUmWs4xQaoMf1mN4/2H2wtHDy6WmKS5lYMtaaAIuNUQxsHRgEuhkyThH3xQ+bF1H2yRuIB696PHzgB98Ld33vt5Rdesg2M19qqn8udRY2zq+pGO2g7U0bQ8A+1DiFkh4ZTRRWa1EA7AFqgRBAtC/a5ih1zDI3JHOJuC7P3hxrW71J6gtV11ImXAz8PonjtgDvI7GC9mDn203zpp6VxrCUCUQlilHsAs478iDSEWnNO21i3jBPPRDrWfN8zHf+IW1SvtRUhdLMWUVyiWLP0Af72t9qi8WjIbvN4T7ZCxQlSRmb8QTWTBQtDCkOGGoOtbHUxGgyzOOLhy55PtZ+aSN5VRFbOdjVrKXMS3ac4iDG5AsN0KXUZf9g14Eyb+W89IWmTBAZ7XK3YqJoY8iq13BLuEeP6AHNmbv98CKuy7qtsbY1r+n6wj5bpV11LZltbuP8mqqanY2tIx20vWljuLZ6+W6gCmPjLTr6W5pUolBSoDGTJ7NiovBj9Pm6gDBAtDfa5JrsWmBqVGlQdTDWe8XzsYHlzdqkAqlVWWzuQa5bCfw6ieO2APNIJIoDnTv310xfks64lInhrUyezHKJIlHzaQ9QQyJRRA5H9udKovD446FVL8TaL9lB3jSja6nE7JiUE0o2UexlyNqfpo5d7dF4JOiwOdWUbuVUqESRhB3A2UceBPYGmgrPKBzh8Owm4ro8M9G1tEh1LVlFsuMUzRgbzNiMvyV9g11N5d6qmvSFpuS4g5lcbAfWTRT7GbpC+2CoS4/ofs2pFZgY05hVNcd6Vz8fG7jgoFamupYs57TG+TUza3Y2HhjpoO1NG6O11cvfBmaQ2B61o695v0oUyinYkekTWjVRHMLYL9ae+Jtod3S/q9JVa2pUSfD446GVL8Q6Ln0Lz7Sw6lqyuJXAg0kctxVYQCJRNHXsbFo447yRX6EoJ6cSRTIGtg7EvXXeHcBcoAsg3BZuytpEoeuybmu87fLX4vHFvbZKO7YZZoekpESyiWLYOEVz1+7OSCw86LS78tMVmJLTMjo+ARZNFAnbMPamACCwJ7Dfe5bXxHCOV9kc61v9fKzvgoPapEKpVVn7x62cQLLjFMe1gPsGO5sqiqYtTFdgSk5TLYox2Df0Qbg13BsPxntsHnPLZnv8eviiF6Ptl+3APT1sqwB7sZnxKGk1vXF+zeyanY17Rzpoe9PGWG318p3AaRi1ymjva96vEoUyDhLVohiTNozpsQ6MvbQJHw7vypuVtyzjkei6PHNb/PDqV/VYba9W6VBdSxPJSoyupdFsARaTSBT72xubamdm/ldVsbyDt923yp/pk1o2USTGKd7EGCTsBAjsDuzMZKKY3BLrW7Mh3rfioJhUqGuVQyqgKxPHSuBnSRy3nyGlZ1p79nWHoyGfy+G27rxuxQwZ73YCCyeKhC0MWU8x2DjYXHpx6aDm1NI2SOgeTHQtvYl7RthWATbVtTSxJTtO0YLR8j06TtE72LF/SvGMxekKTMlJpiQKq0/c35n426j9JJGRjsiulJ9F1+XirdHDX7o/1PzzH8ZtN222zTCShKJQ2Ti/Zv5oB21v2hjH+JAfvbFo721uSmNcSm56yYyTWrpFMbB1oNdb520CSkjU/A/uC+50T3OnpOh/RWusb82GeP+KA6LUq2tTLP7jUtJnJcduWkayDag78mBf+479Z8w6P21BKTlHAs+ZceJcuPK9CHyQRKLwbfftK15eHBF2Ma69iV2DeuSiF6OHL9uBe2ZIdS0pSVkJ3JvEccNm6rX3HewLR4P9LoenKD1hKTnm9dvuW9VjxolzIVHsYEjZcRmV8Uh3ZM9YigRKXWfxG/G2Na/GY2d026aoWUvKGF3cOL9G1OxslKMc1wYEGTJTr8ffsb+yZOaZI75KUQzPmHXiXEgU7RiznvKBQYDgvuCOZBJFeVusf82GeO+KJlFapGuVufHjUExQDiwE3hzpoO1NG/Xa6uVvAotIzNQ73HugSSUKJUnPmnViy18ZE2XHXwCuIZEoBrYM7PKe4w1pdu24LSddQT1y4YvRw5dtxzUzpE0W2FSzX0mFVYySKBJeB8458mDv4Tf31512YdqCUnKGDmww6+SWTxQJ24H3HHkgozIeaYvscE93nw1G11Lt9vjhNa/Eo2eqriUlPVYCP0ziuP1DH3QNtA4EI4M9Hme+2tJWGcnW2+5b1WfWyXMlURzEGMz2YPQB42/0vzHdbj999fPx3gv3i9IiNWtJSa+LGufXaDU7G/VRjmvHaPk6gQhAr7+jyVM6SyUKZSSmjU+A9ddRADCwdUAHngYmHXlu8K3Bg19/MB67aq+tukjXsqtaoJKLSoAzRjtoe9NGHaMFfHQ2XVvvgf0nf4WiACpRpMwmEt+Ppkund1DWPh0eDJgckzKxJLtK+3Xg6PjZnrY3mtISjZIrYsDzZgaQS4nisDMq2yf3yktnHeY9Vd1UbBoYfEWXcrSuAEVJlWQTRRND9qfo9Xf4A2F/V1oiUnLB5kxvffpOOZMoBrYOyOmdbKzoI1QY4NH8CP8ciMR3HIpGU1/SQ1FO7MLG+TXJVIbswBincB15osfXrrqflJMxtdsJcihRABQHeNoZZ78tMUgI8EogsMXMmJQJxcuQIpUns71po8Qo53F0G9y23qam9IWlWNxjZgeQU4niGZ/PD2zEWAAFwHOD/r0BXe83Lyplgkm2+2k7Q1oUe9reaJJytIXdygR0EOOaZqqcShQJz2NMPQRAB/lWKKRaFUqmJJso9jNknKI/0B0IhH0d6QlJsbDf33bfKtPvIHIxUezFmKtecOSJvw70vxaVMnLylyhKylzQOL/GkcRx3Rhrf47Ofurxq3EK5Ti/MzsAyMFE8YzPJ4G/A0cXMHXH48HGUOg186JSJpB8hpToOJnEOMVWhoxTtPbsb0pfWIoF7bntvlWbzQ4CcjBRJGzCqI1ydAbKnwf6X4pLGTMvJGUCSbb7aQdGJVkAdre+3iTVQIVyzENmB3BETiaKZ3y+AYwpZVOOPNceiw3uCoezIjsrOW9VksftZ0iJfH+oPzQYHjicnpCsLxaP0tnfSjDsT+r4QNhPNGbpHues6HaC3C5+9HfgEoxWRRzgLwP9L85zuZbYhEhmrruijNfyxvk1rpqdjeFRjuvFGKvIAwIA3QOHmwrcRZXpDnA0utT525Zf82JjAwPBHryeEi6vu5EVC9897DhfsI///OMtfGRVPXOrxlct/e3Wbfz5pfs53HeAGZPm8qGLv0h5UdWwY57a9jue3PIrwtEgmmbjvDmX8YEVt+OwOfEH+/np3/4fvYOd3HTpHVRPrkm85recX3Mlk7ym/zjHY8dt961KphpxRuRkEyP04gAAIABJREFUiwLgGZ+vE2MG1OQjzx2KRn17I+Ft5kWlTBBuYOloBw0Zpzha96m1Z19WDGg/vmk9j2/+JfOmnsV1F9xOedFUHnrhv9my99hOnJFYmF/842v0DXaO+zwHOnbyk8frielR3n3OTQghuPeJLxONH2sJbNn7HI+++nOuPOfjfPl9P2Xt2R/l5V1/45k3/gjAy7ueJBwLMatiAU9s+V8AorEIA4EeqyYJyKLWBORwokh4EqMP+Oj3+cjAwAuqrIeSAWMZpzjast/d9sZBKXVTxyl8wT7+8fpDXLvsFj688oucX7OWT69ZR6GnhJd2PgGAP9TPjx77Ah19h07pXH9++ad4nAV89qrvs3Lxe7l1zbcIRQO82Nhw9JjHNz3IRYvew8ra9zK1bDaXn3Ujc6fW8ebBlwHoHGhhwfRzWTrvcroGWgHYvPcZzp6d7H9BVlKJIlOe8fnagJcY0qrYF4n07Y9EtpsXlTJBjKXu01GBsC/sDyWudiaJxEKsOfsjXLjwmqPPOexOyoum4g8ZWyK8tvsfaMLGzau/Me7zBMI+9h7eztJ5q8l3GwWeXQ4PZ89eyfYmY42Zrsd5z7JbuPSM64a91qbZEYnhHV3q2DQbmmZD1417wMbm16iZPurks2y1+bb7Vu0xO4ihcjpRJDyOsQDv6KDhY76B59XsEiXNljbOr/GMdtD2po19GLWf8o881zXQZmr3U1nhFC6v+yA27dhQXjweo7VnP5Ul1QDUzlzO7Vd97+gFfjwO9x5ESp3ZUxYNe76q9DRauvcCoGk2Fs44j6L8sqNfb+3Zz9utW6mZvgQAr6eU1p59NHe9TWFeCQc6djKjfC5CCCwqq1oTMAESxTM+3yFgM1Bx5Lld4XD3wWj0LfOiUiYAJ3B+kscOG6do6d7blI6ATsXGnY8Tigxy7tzLAJjkrUTTTm1OSDBizF4qK5wy7PkCTxH+UP9xM5baepr49XPf5bt//lfmTT2LS874AABnzb6IXS1beeSVn7N03uW8vOtvLJ23mnjckrPhQ8CDZgfxTjmfKBIew9j97ugtRoNvYINqVChplmz3UyND1vzsaXvjoC71rBlH8wf7eXzzeuZWncn8aaPWPEzakc+fw+4a9rzDZlTgCUWHbycTCPto7d5HJBZCEzZ0PQ7A1LLZ3Hn9L/nqdQ+wuPp8hBA8++af+befr+E3z30vZfFmyK9vu29V1pWcnyiJ4gDwBkOKBb4ZCnW0xFQJciWtxjJOcfQmJhQNRP3Bvpa0RDQOD73wA8LREDdc+LmUvu+RhDCk5FXikfE4Fo8Oe352ZS3/fu1PuP2q77OzZTN/euneo1/z5pUyuXg6L+98kjOqL+BvW37FdSs+y6Y9T9PakxUTyZL1A7MDOJEJkSgSZT0ewZivftQj/QNPqxlQShqd0zi/pmC0g7Y3bRwAWhlSn8zscYojXnjrMbbu28AHLvgM5UVTU/re3jyjyk6vf/j02sHQAABux4mHeOZUncGS2SvZum/DsOd1qXOoey9uZx55Li/n16xlSslM2vuaUxp3Gv0zm9ZODDUhEkXCXmAnQ/bVfjMc6mgMh181LyTriUjJwUgEXzxudijHGYjHCWdPjw0Y014vSPLYLUDRkQeHsmCcoqm9kYc3/phl81azdN7qlL9/edFUHHYX+9uHDxc2d+7GYXfhcRXgD/bzl5d/ii/YO+yYPJcX/R33eG8dfJUF088hGovgsButFYfNSTQ22rrHrJGVrQmYQIki0ar4C0Pu2gB+1dvzbFDXk6sJkMN0Kbm3q4tVe/eweNdOVu7dw+96h384f97dzfLdu1m9fx/n79nNVw+3ERnjhTmZ83TGYizYtfO4P//vcBsAvbEYNx44wCV79/B6MHj0dT/r6aYzlnUDmMl2P+1iyOdxT9sbzbpuXjbu7G/hvie/SmXJLD5wwe3jfp9wNHjSr9ltDmqmnc3Lu548OnAdj8fYsu9Z5lQuBsDtzOOFxsf425bfHH2drsd5q/lVqivmD3u/rfueo272RTgcLiKxEGBM9XXa3VjAbqBh1KNMksslPE5kF0arYgbGlET6dT383KD/76sLvdeaGpnJ7unu4v7ubt7tLaLO46FhYICvdbRTbLexutDLk74BftDVyRcrKjjXk8ezg35+2NXFTIeTT5aVjX6CJM8D8GYoiAZ8c0rl/2/v3OPjKuv8/35mJtd2mt6vUNKCtrEUpFaBokIKLvBbRUVRdhX9rfsSXKurrqi77uoqoqIuggpSQFaQcpVboRXKbaCFQLn0kmmb9JZM0uY2mUxm5sz9cp7945mmk7aZTNJMZpI879drXtPMec4535nOnM95nu+NzADH00rVXeITAT9haXJ2RQVrezzcccqpxEwTTzLJKaWlx5+0sORa98mF8lMIQMaT0WQg0nto6qSZ1fkyLBv3vfxLglEftWd9hu1Nr/bbdiTyaTCeevNOXtn1JD/5h3VMnTTzhGMuOftqbnn62/zviz/jI+/7BJv3PE1v0M1VF3wTUGJy2Tlf4KmtdxGK+lk890x2ul7H7T/M1R/9Tt9xPIF2pk6aRYm1lNlVpxCJh3j23fvp6HUxd9ppw/wURpXfF0PfiYGYUELhMAxZa7c/ANyAeu9JgKcDAeeKiooVs20l1YW0r1B4k0nu8Xr5wezZXDNNrRtfMWUKlzQd5Amfn8vsU7jN4+GL06b1bV9SXs7WcJhXQ8GchSKX8wDsikZZXFrKJ6uqTnic1niCj0yaxAcrK7nJrXr9PGsYXD5l+DH9eeSchqU1VTWNDVm7LDpddcHl1asOo2a8BoAn0OEqhFAEo35c7gYAnnnrnuO25yoUNmspk8unki26cPHcZVxz0fd5eMutOFvqEMLC5Suu4azqVX1jLj77c5TYynhl1xPUt9Rxyowz+NeP/0+//ItdLW9yQc3fA1BROolPnXstz21bx0Vnfpq50xbmZG+hkFL6hBB/LrQd2RATMUS01m7/HHAZqs0gAO8rK5v19Rkzv2YRYsIsxx2hLRFnY8DgK9OnY8tIUvpiawtR0+SR06p5PRSiprycWbaj9xbXHT5E2DS5f2Fud2yDneex6kUAfO3wIebYbPx07onr9Pyos4NZNhsrKyq5oauT5xafzvXtbfxm3vxiTbK6oqax4ZnBBi2vXvUp4OPAYYClC1YsvGj5lf+Ub+OKgWDUT4u7kdlVp4y403wMcPOatauvL7QR2ZhwF8U0G4EgGdmwe2Kx7t2x6JuFM6lwLCgp5doZM/pdvBNSsi8W44yyMqxC8NHJk/uJxP5YjK3hMBdMmnSiQw7rPEfYHY2yJxrj4oMHOGffXq5ucbE5eNSNNNNqY18sxp5olJk2G85IhGXl5cUqEjA0P0XfmzjQuastZY7NrLGhMrm8imULz51wIiGlTAF/KLQdgzEhhcJhGCHgfjKytQHW9fa+GjFNozBWFReP+3wETZMrpvRf/tkfi/Gjzg6ubnFxXmUlX5k2fYAjDO88bYk4PakUATPF1VOn8d1Zs4hJydfbDrM9ohKwLrPbeTMU5hZPN5+eUsWTAT+frppKonhnx7kKRQtH/RQkU/FUIOxtzb6LZiwjhHhqzdrVLYW2YzAmpFCkeRdVubNPLAzTjL8cDG4qnEnFQW8yye09Hs6trGTVMTOGQCrFvliMiJRYhSAxwDGGex4Lgm/NnMmjp1Xz1Rkz+OK06axbuJDZNhv3eVV01JLycp5dvJgNixZxsd2OBVjX62XFvr38OB0ZVWSc3bC0ZlBFdbrqwiintv3Ia92BtqLIp9DkjV8X2oBcmLBC4TAME3gAVdqjb01loxHY3ZlINBXMsCLgp11dhE2Tn8yZe9y2D1RW8shp1dx36kLeCIX4ddqZPFLnmVdSwnUzZlJlPVpHaJLFyurJk9kaDvW9NstmY1FpGY/7fVw82c6dPT38eM5cNgYC7I8VXdy8AC7Mcex2oM8rf6h7vysfBmmKgsfXrF09JvK4JqxQADgMow1VB6pfO61H/L6/pdTa4YTjUZ+P54MG/zVnTl846on4YGUl/2/KFJ43Ank9zxEqLBb8ptlvecmUksZojMkWC1VWK1dNncrpZWU0x4tOKCD3MNl9ZPgpmrp2t6fMsd3PU3M8Usok8MNC25ErE1oo0jyLCkfsS8TbG4v17IpG3yicSYVhZyTCL9xdXFlVxaer+oqZ0ptMcnO3m55jktmqLFaGo6YDnQfgab+fm7uPn6XsiylBKMlwWG8JhfjIpEnEpKQ0/XqZEEQL2/dnIIbip4D0bzNlJk1/qEf7KcYZQoh71qxdva/QduTKhBcKh2GEgfs4xrH9l17vq/5UavjrKmOMlnicNW2HeU9pGT+aPafftklWK4/4fNzl7el7LSUlW0JBzirvn/UaHiRTO9t5AAzTZF1vL63xozfR74bDvB4KHRdhtckIcJndTrlFEE3PNCKmSYWlKL/WyxqW1swebJDTVRcFmtB+inGLlDIM/KTQdgyFCZVwl4XtqOqypwNdABEpk/f3eh/72oyZX7UJUVJQ60aBf+9ox5tK8aVp09lk9A/8uqKqiutmzODm7m56kylWVFTwUjCIKx7v51/4H7ebdb5enl+8mNm2E39kg53nk1OmcFdPD1861MolkycTNk02GQZTrFa+NbOv+C+H4nHm2EootVioLiklmEpxh8fDgXic04svO/sIFwGP5jBuG/BZwA/Q2r3PtWTBijyapRlNhBC/XbN2dWeh7RgKWijol7F9I6rHdgJUbsXmUPC51ZPtnyiogXnGl0qxM6pq49zq6T5u+xVVVXxl2nTKhYV1vV5eDgapKS/jz6cuZEXl0YK8pRbBdKuVgVZ+cjnPZKuV+xYu5JfuLp70+ym3WLjEbuf6WbP75XG8Egry2alq2Wqy1cp3Z83mjh4PX5w6jcVlZccdu0ioJTeh6NcGs7mroSOZSkRt1pIxUbRIMzBSyh4hxJiIdMpkQmZmD0St3f5x4Cqg31T/+7Nmf6a6tPTME++l0eTM3prGhqWDDVpevaoMuB1VetwEuGrVmqtnTJm3JM/2afLPt9esXf27QhsxVIpyMbeAPAfsAfrVjrizx7MhaKZ6T7yLRpMzSxqW1swfbJDTVRdDzSr6sh3d/jZXHu3SjAJSmi7gjsHGFSNaKDJwGEYS+BOQIiMKym+asUd8vsd0kyPNCJBr9NO7ZDi0W7obtUN7jCOE5b/WrF09JkOdtVAcg8MweoC1qLapfVlf70Yi7VvD4ZcKZphmvJCrUDSR0SPU5d7blUjFB27uoClqpJQ7gQcHHVikaKE4AQ7DqAf+BpyS+fo6X29deyJx4MR7aTQ5katQtKL8E+mbFYkv5HHlxyRNvhFCfKeY+00MhhaKgXkSVXenL/ZdAnd5e57UHfE0J8HihqU1gzZIcLrqEqhqskf9FL7DrjzapckTpjTvWbN2taPQdpwMWigGwGEYceBOVAhxX5d3dzIZfirgf0LqcDHN8Ml1VrGdDF+Zy92g/RRjjJSZcluE5buFtuNk0UKRBYdhdKKc2/PI+Ky2hELNO6PR1wpmmGask2vdp4Nk+CkOefZ3x5OxUJbxmiJDwFfXrF2dtbvhWEALxeC8DTg4xl9xj7fHof0VmmGS64ziMKpdb1+moS/U7cqHQZqRJ56MPfXNuz72dKHtGAm0UAyCwzAk8DCqtEdfc+gUyFs93Y/2JpNF2QBBU9Sc2rC05vTBBjlddUmgkQw/RZfvkF5+GgOkzGSg1Fb21ULbMVJoocgBh2FEUIkyk4C++hBB00z8ocfzQMg0fQUzTjNWyXVWsY0MP0VzV4MrL9ZoRhQp5Zo1a1d7Cm3HSKGFIkcchtEK3AssICO/ojOZDN3d07MuZpo6xl0zFHIVimbSZTwA2r1NPbFEVLfrLWLiydiL37r70nWFtmMk0UIxNLYA64HTyGgusy8e63nI53swpZqRaDS5kKtQtKGKVPb5KXpDbr38VKSkzFS41Fb25ULbMdJooRgCaX/FkyjB6BcL/1YkfHhDIPC4DpvV5Mi8hqU1gxb5c7rqUqje7n0dnrp6D7nyaJfmJDBl6rtr1q5uL7QdI40WiiGS7rV9H+rH2y8SalPQaNwSCj1bEMM0Y5Fcw2R3AH313Ju6dusZRREST8bqvn33ZWsLbUc+0EIxDNLJeHcAHUC/Nm0P+31v10cirxfEMM1YYyh+ij66fK2+WCIy5mPzxxPJVNIotZV9rtB25AstFMPEYRgh4BYgSkbYLMCd3p4Xm+MxZ0EM04wlLmpYWiMGH0Y7EEM11QLAG9R+imJBSkkiGf3CmrWr2wptS77QQnESOAzDC9yM+gH3lYSWwO88nvVdiYT+MWuyMQtYNtggp6vORLXq7fNTdPa2uPJnlmYoGJHetdf/+YpnCm1HPtFCcZI4DOMwamYxnYyaUHEpU7d6uh/RCXmaQch1+WknGd+vg5279E1IERCM+vdMqZz+jULbkW+0UIwADsPYC/wRmEvG8oDfNGO/7nbf151MthbMOE2xMyw/hSfQHojEQ9482KPJkUQyFoolIpevWbs6VWhb8o0WihHCYRhvAw8Ap5LxufpNM/Yrd9f9HboulObEXNiwtCaX32EXEAJKj7zQG3S78mWUJjumNE1v0P3FHz/wjxPiJlALxcjyAvAsUE3GZxuWMvmrbvfDrfH4nkIZpilapgNnDzYo7adwkuGn6Oht0ctPBcITaP+fGx7+8lOFtmO00EIxgqQT8h7hqFj0ZdPGpUz9ptv92IFYbEeBzNMUL7kuP9WT4ac40FHvyos1mqx4ja7NP33oSz8otB25IISYJ4T4hBDi60KI2YPvcWJsgw/RDAWHYZi1dvvDQAS4EjiEKsFACuQtnu71a2bMjL2vvPzcQtqpKSpqgd/mMK6ZjP4UvUF3MBwLeirLJs/Mm2WafgQj/rZ2b/PHR+NcQogFwAeAJcB2KeWLWcaWA99ElRayouqDWYBeVL7XNcCNQohLpJTbhmqLnlHkgfTMYj1HfRZ9FWclcFuP57ntkfDmApmnKT4+2rC0xjr4MNxAkIzvk9fo0stPo0Q8GY10+louu+PZH454UUYhxBohxK+FEA8JId4RQvhQGfn/AZwFvC/b/lLKKLAcOFNK+UtUQvA24JCUcj3gR91oNAzHPi0UecJhGNJhGJtQHfLmA+WZ2+/2eh11odDzBTFOU2xMAVYMNsjpqpOoi0eGn8Llyp9ZmiMkU4lka/e+f7xl/bd35ekUrwCdwF+BGuAbUspZUsrzpZTXSCl/n8MxfgJcLoS4AyUUHwb8Qogp6X9fJ6UcVpVrLRR5xmEYm4HbUKGzkzK3rfP1vvFy0HhGFxLUkLufwknGTceBjnqX/vrkF9NMmXvbtn/vlvXfzpvzWkq5W0r5W2ADyg9VMcguJzpGE7AVldd1DXBP+jg3AY9IKd8Zrn1aKEaBdOjszagIF3vmtsf8/m3PGsYTppTmCXfWTBRyLRDoIsNP4Q/3hMMxw50XizRIKeXu1rdu27Ln6d+N0imXonyajwxz/7XADagIzO+jml69AFx/MkZpoRglHIbhBH6NEoqpmds2GIFdD/l8f4maZqggxmmKgQ83LK0pGXwYHtR6c9+swhvUfop8sefQW4+/3rjxe+llv9HgPGAzMFcIcZ0Q4gEhxKW57CiEuBAlCl9CNVm7Ukr5ZPrRezJGaaEYRdIZ3L9EJU1Nz9z2ejjU8ltP952eZPJwQYzTFJpJwAcHG5S+YG0Hph15rd3b7MqfWROX/e07X9qy55kvO1118XyeRwhxpRDibiHEBuC/UTXAvo1qY3AlsFEIMX2QY1Sg/Btfk1LGgW6gUwixWgjxb0KIHwghJmc7Rja0UIwyDsNoBn6R/nNW5rbDiYRxo7vr3sZo9O3Rt0xTBOTqp9hNRqmY/e07XdrPNbK43I1vvVT/1884XXXhUTjdM8BfgOtQKQtfkFJ+XUr5I1SHw/+VUg5WruUm1LLkYiHEE8CvULlc16F6mewDhi14WigKQLqQ4M9RSwinktFWNS5l6vc9nr9tMgJP6taqE46h1H3q+84Eo/5oKBbozI9JE492b3PDizsf/Xunq25Uen5IKRNSyi2oFsvdUsrd0JcbUQ3cnm1/IcT1qPIu5wJ3ocThC8BmKeXnpZQ3ppeftFCMNRyG0QXcCLwDLCLjDhFgfSBQf7e3509BM3VSa4uaMcWqhqU1pYMPoxfoIaPrXU+g05UvoyYSbn+by+F84rLtB1/xFOD0nwIeyvj7LFQexM6BdkgvST0kpfxhelbZiMqzWQkszcjL+O+TMUwLRQFxGEYYuBNYByxAxdP3UR+Ndv3S7b6rLZHYXwj7NKNOBXD+YIMy/BR9QRHt3ibt0D5JeoPuzs27n7q8rmFjoQr9fYb+0U7nAVuFEB8SQnwy7dy+TghxxpEBUkqvlLINQAhhR+VP/BG4EFVI8nbgKtTS1LDRJTwKTLoH9/O1dnsL8A1UvkXfMkJvKhX9hbvrwa9Mm37hioqKC4UQuXRE04xdaoFXcxi3B7j4yB/7O+pbz1tyqRTCor8fw8AbdHfVNfztk476xxtH43xCiGXATJSf8gzg/cBC4FEhxExUcEMSVQroflRIdCkqiGGSEOICKWU/X6aU0gCuTR//TOB6KeVr6b9FutbTfDV04FnKidBCUSQ4DGNvrd3+E+BfgNNRNaJMUN+Qe3q9rzbHJ7ddUTXlM6XCUj7wkTRjnFpUhu1g9PNThGNGLBgNtNsrpi7Il2HjlS7focMv1z9+9Wt7nn5rFE97KiqyKYLKtn8EFRHZCXillImBdhRClAIJIYQNJTb29PNs1I3mfFR29/lCiK2oXIoqjtaBmiaEWC+lzLnHt9DBEsVFrd1eipoqXorqlRzN3L64tHTqP02b/tkZNpu+IIxP4sDUmsaGQUstLK9edRPqhx8CuPScL1y8aE7Nh/Ns37jisOdA0/M7Hrr23QOOlwpty1ARQqwE/ozyb+4HmlA3EC1AKypiyiNPEBQjhCgdinNb+yiKDIdhxIEHUWuNszgm36IpHvf9d1fnPa+HQpuSWe46NGOWUmBVjmP7+Snaeg668mHQeOVgh7Nh4zv3fTOejL1caFuGg5TyHSnlcinlUinlJ6SU35JS3pqOcHpXStl5IpFI7zukCCgtFEVIuqDgG8BPUXeY/WYPJsgHfL1v3urp/mNnItFUECM1+STXMNkG1IwCgAMd9a2mNHUpmBzY3frWjhd2PrJGIp8dxazrMYsWiiLGYRitKLHYDSzmmAq0TfG47wZ31/0vGMb6uDSjJzqGZkwylLpPfX6KaCKcCEZ8bXmxaJwgpZTvHnzljS17nr7W6apzaJHIDS0URY7DMAzgD6hKkNOAeWRcHACeDPh33OR236ZbrY4bPtiwtGbQcgtOV10A5cfqG+sJdOgw2QEwzVTqjb3POd7e/+JXna46Xf1gCGihGAM4DCPlMIxXgR+iwiIXcUzJ8s5kMnRTt/uv6/3+RyKmGSyEnZoRw4bqH5AL21ERLQAc1n6KE5JMJROv7l7/t3rX69c6XXW7C23PWEMLxRjCYRg9wO9RM4xKVNGwfv+Hm4JG48+6um7bF4tt0xFtY5pc/RSN9PdTHDLNVCo/Jo1N4slY5KX6Rx/f27bt605X3cFC2zMW0UIxxkg7ut9GtUh8E1ULpl9Gt89MxW71dD/zkM93XzClS4CMUXIVClf6WQDEk9FkINJ7KC8WjUF8IY97/da7723u2vOvTledrsw8THQexRim1m4XwDLgn1HLD21Av7vJSiFsn5s69bxzKio/XCJE2QkOoylOUsD0msaGwGADl1evugG1FGkAXHL25y88Y97yi/JrXvHT3NWw56X6vz6RTMVvdrrqfIW2ZyyjZxRjmPTsYhfwn6iGJaeS0acAICxl8t7e3td+1tX5u93R6JspKfWyxNjACnw0x7HbyPRTePZPaId2ykwltu57fsum7Q/8JZmK36RF4uTRQjEOcBhG2GEYD6Gq0YZRy1H9qtF6UqnI7T2eTbd4um9rjseceiY5Jsg1THYfGZFwBzp3taXM1IQsUR+Jh3o3vnPvc9ubNt8D3Op01emukSOAFopxhMMwDqA6ZD2OqvuygAxHJ6jci990dz9xt7fnznZdlbbYGYqfQqQfJFPxVCDsLVQF1ILR7W9revS1P2xo9zb/GviL01UXK7RN4wXtoxin1Nrt04GPoy42cVSxseP+s1dWVCy4zD7lovklJWccu01TcCQws6axYbDuZiyvXvVjVDmPAMDFZ131kffMPzvXGcmYRkopGw6/8+7m3es3A39wuupchbZpvKFnFOMUh2F4HYbxF+C/gF2o5aiZx457JxJpu9Hd9cCfvd57OhIJHTpYXAhUX4Fc2E5G9Ftr974J4adIJOPhl52Pv7h59/oHgZ9okcgPWijGOQ7DaANuA36GmlVUc0yhQYC3I+HDP3N3rbvX672nLZHYp3swFw25Lj/181M0de1uT5nJYbe+HAv0Bt2Hnnzzzmf3t++4Dfi901VnFNqm8YruRzEBcBiGBA7U2u0/B94HfBaV3R0A+i1rvBUJH34rEn5oUWnp1L+bbP/AkrKyc8otlknHH1UzSuQqFC3pZwtgpsyk6Q/1tE63zxl3S4rJVDLmbKl7c+u+5xuAPzpddc5C2zTe0T6KCUit3W5BCcZnUILhR/VhPo5SIax/N9les7KycuVsm+20UTRTo5DA3JrGBvdgA5dXr/pP1PKiH6B2+ZWrlixY8bE82zeq9BhdB17c8fC7vaHuvcDtTlfdoJ+L5uTRM4oxjhBiHqqR+qnAY1LKQX846faru2rt9j2ohL3PAqehmiR1k+6sBxCXMrXBCOzaYAR2LSsrn7V68uSVZ5SVna2T90YNAVwEPJrD2O0o8fcDtHbvcy1ZsCJ/lo0iiVQ8Uu96/ZW397/UDbwCPKijmkYPLRRjBCFEOfBNjrZmbXRyAAAMXElEQVQzNFHLDL1AB3ANcKMQ4hIp5bZcjpkWDGet3b4beC8qbn8l6i7Wg2rT2MfuWLR7dyz67GSL5cXL7Pbl51RUrJxmtc0bmXeoyUItuQlFv3Dn5q6GjmQqEbVZS8Z069xuf3vjCzse3haIeHtQVZTrdXnw0UULRYEQ6o58EeoCfTbqYmAAP5BSHtfgXUoZFUIsT//7S0KIKcD5gE1KuVEI8S+oNogNQ7UlLRiNQGM6rPZc4DJULkYI6CEjtDZomonH/P5tj/n921ZWVCz46KTJKxeVlp5pVT18NSNPrn6KVtT/kwUwTZmS/pCnZcaUeUvyZ1r+SCRjoXcPvuLY0bzFCziAx5yuOl0ZuQBoH0WeEELMAr4PHEY1P5+Nam1aicqeXolqSPQgqkbTVOBPqBIcZ0opD5zgmIuBrcBjqFDIJmATUI/qS3CRlPKdkbC/1m63ofwYf4danjKBLlROxnFMslhKLqictPjM8vIlp5SUvFc7wEec+TWNDR2DDVpeverfgbmAD+DCZZ86r+bUlZfm27iRprO3ddcLOx+pD0X9ncA9Tled7rVSQLRQ5BEhxAuo5ZtvokJT1wDnSSk/J4RYA7xfSvnVjPFPAzVAzUC9boUQG4B/Aw4AC4H3AJ8GyqSU/5yP91Frt88FLgAuQXXZCzCA8xvAAuKDFZWnnFNRsWRRaelSu9U6Ix92TTC+UNPY8OBgg5ZXr/oY8A+o2QXVs5fOuWzFF7+Wb+NGilA04H73oKNuz6G3A8BzwHqnqy5caLsmOnqpIL88CPyDlLIFQAixFPhbepvB0ZDGI5QDTwwkEmnWAjegZid7UcUAX0A5+PKCwzA6gcdr7fYNwFnA5ahlsxQqvLbfD9kEuTUSPrQ1Ej4EvPje0rIZ51VWLjm9rGzJTKv1VCGEOPYcmkFZjfo+DUYTGcuELvferkQqHimxllbkzbIRIJaIBPYcevvVt/a90CORbuBPTledLjFTJGihyC9vAT8AEEKUoLqWfSe9LYlahsrkNOCugQ4mhLgQJQrPA58HfiOl/PoI2zwgDsOIAW/X2u3voKKsVgKrUDMbUNE2AY4pFbIvHuvZF4/VAXWzbbbKCyonvXdpWdmSeSUlp9vU56IZnKH4KUxUwEMKJL6QxzVryvya/Jk2fJKpRPRgp3PLa3s2HkikYpXARmCD01Wne8AXEXrpKY8I5dztllJOE0JcB0yWUt6c3rYINQtoQ110P4nyPyw/kTNbCFGBmoH8XEr5OyHEZcBNqGWo96Oqxd4upRxVZ1+6J8Y81JLZKtRMQ6Cc4L0c0x8jkxIhLGeWlc95T1nZglNKShbMstnmT7FYZukZhyJsmr5Ki2UDsAXYUtPYkFOgwvLqVd9Dfae8AB953xUfWrbwQ5fnz9KhY5qp1CHP/q2b9zyzLRT1T0EJ3P86XXUTovTIWEPPKPKIlDIphGhNzwSmSCl/k7GtWQjxXlSClAcV+SSBgeot3YSqErpYCPEEcDpqBnId4EQ5xke9ZEM667s9/Xip1m6fCiwBzgPORN3ZJlCRU/3sS0hpbo9GOrZHIx3AOwB2i6X0rPKKeYtLSxfMV+KxoNJiqWKcE5cyaqRSHk8q2dkcj7fuiERaWxOJKuAbDsMY6hr9NpRwewFc7obmZQs/NNImDwsppezytda/1rCxzhNor0TNrP8IvON01eleKUWKFor84wQSmSJxBCllDDWjQAhxKdAopUwcO04IcT3qDv1cVCSSG5gD/EJK+fk82j5kHIbhQ82Mttba7eUoZ/sK4EMoHwxAEOWjOc4XY5hm/PVwqOX1cKjPfzPbZqtcXl6+YFFp6YK5tpIFU63WWeVC2C1CjLlaZWHTDARSKY83lfJ0J5PdbYmE52A85ulIJo+dCZagIuWqgaFG/BwkY/nvkGd/dzwZC5XaygoaieYNug9s3bvJ0dK914aada4DtujEueJHC0X+qQc+JoQ4HbWWf1r6MR/VlawK2Iy6A99w7M5CiOnAQ1LKI4LSiFrqWQksFUI8hLoYPyOl/Gn+307uOAwjihJKZ63dvg71vmtQYnc66mIoUMtTBkpAzGOP404mwy8Fg/vJSCizgFhQUmKfbyupmmWzTZlutVZVWa1VdqularLFWlUhRFWZxTLqDlxTSjMuZSQmZTiQSvX0pFLdXcmE51Ai4dkfi3kM0xxo1leO+i6Uoz6DKFCHCkkeKodRImxLP+MLdbtmV52ybBjHOimklNIb7NrvdNW90di2LYGaYW4EntdF/MYO2keRZ4QQH0ZFCTlQa/ZeoEdKGUhvF8CvgO8BV0kpH8tyLDtwMypOvgc4A/gP1KykPT1DGROk603NRgnmYpR4LORoA544yjEe4QR9NHJhksVScmpJSdVcW0nVDJt1SpkQpTYhbFaE1SawWhFWqxBWK9isQlitfa9hsyCsVrAKISwJKWMx04xGpYxGpRmJmDIaNs1IyDSjhpmKGKYZ9adS0d5UKhI0zeNmhMdgQwUxVAJlKJG0oAIB6lGzhxbAnU6EHBbLq1d9B/W59gBcUPP3H1h+2vkfH+7xhkrKTCbava7t2w6+srWj11WCEsAtwNNOV51ntOzQjAxaKPJMWgiElHLAH3064/oxYNkgobGZ+5wJXC+l/P8Z55mFuvBKKeXOk7V9tKm120tQs6UFKD/HEtQSm0SJhwRiqLvtGEpMivULXMZRQcgsuXJkubEF5XPyoGYNvWl/z4iwvHrVRcCX0+dh/vTFM6740Fe+MVLHH4hYIhJwuRu2vr3/pW3BqH8SKjF0J/BXp6vuUL7Pr8kPeukpz6T7OmS9AEgpnUKI2mNFIh01NROV2T0TdQc+FyUGNcD5QoitwGTUssWROlDThBDrpZSfG+n3k08chpFARb+0Am8A1Nrtlaj3OyP9mIsSj1kcFZEjQmJBOc4zxSTFyIiJQP1eStLPtmP+lhmPIzOEVlRZlTaUIHiAwEgKQhaayFjGa/c29cQSUaOspNyej5MFwr2H97Vvf3N70+bGlJk88j1tAm4H9uraTGMbLRRFgpSy/QQvvx/4M+pitB/1w2sGdgBPk74AnWgWIoQozZ+1o0c64udA+tGPWrvdirpjrcp4noO6SM1GiWsZRxt0yYznzFlKNkTGuBDKj+JD+VSOPAKopMMjdbE8DsOInPBoo0cbSjT7/BS9IXfz3KkLzxqpE0hpyu5A+x6n640393fsPBJgsQCVP/QC0KQFYnygl5404560P8R6zMOW5bUjS0QR1MwkAiRGaSYwYiyvXvWvqKKTHoDzl1x+ztmLLrjiZI8bjgU97d4m507X6zu7/W0p1EwvhhKHV7UPYvyhZxSacU/aKWyi7rAnEttRs1IAmrp2N5+96IJhHSgaD/s6el27Gg9v29XS3diFEoepqBnUvcDbuibT+EULhUYzfumX5dzla/XFEhF/WUlFTgmM8UTU6PS17t7XvmPXgY76NtRsaw4qzHkfKpx7j06UG/9oodBoxi/tqCWhEtKzKW/Q3Txv2mnvH2iHRCoecfsO7znQUb+rsW1bi5SmAKajQpdNVG7Hi8Ah7X+YOGih0GjGKU5Xnbm8epUT1U+kG6Czt8V1rFBE4iFvT6DzYGv33n27D73VlDKTEtUX5VSUE78elQPR4HTVFdpJrykAWig0mvHNDuCDR/442Lmr+cyF54V7Q+7mzt7WpgMd9Qfd/sN+VGRXFXBKemgj8CpqaUlnUE9wdNSTRjOOWV69ah7wc9KNjBT9ooKnoJzSAhV+7QB2OV11vtG0U1Pc6BmFRjO+6ULld5SiMtlLQU5D5ZcIVF2ojcBOHdaqGQg9o9BoxjnLq1ddi+qQF0IlBu5AldU46HTVDdjSVqM5gp5RaDTjn2dQPoeDQIfTVTfsYoOaiYmeUWg0Go0mK2Ou8YtGo9FoRhctFBqNRqPJihYKjUaj0WRFC4VGo9FosqKFQqPRaDRZ0UKh0Wg0mqxoodBoNBpNVrRQaDQajSYrWig0Go1GkxUtFBqNRqPJihYKjUaj0WRFC4VGo9FosqKFQqPRaDRZ0UKh0Wg0mqxoodBoNBpNVrRQaDQajSYrWig0Go1GkxUtFBqNRqPJihYKjUaj0WRFC4VGo9FosqKFQqPRaDRZ0UKh0Wg0mqxoodBoNBpNVrRQaDQajSYrWig0Go1GkxUtFBqNRqPJihYKjUaj0WRFC4VGo9FosqKFQqPRaDRZ0UKh0Wg0mqxoodBoNBpNVv4PsLeTiI/L9CQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['一星','二星','三星','四星','五星']\n",
    "plt.figure(figsize = (7,7))\n",
    "_ = plt.pie(p,labels=labels,textprops={'family':'KaiTi','fontsize':18},\n",
    "          autopct='%0.2f%%',\n",
    "          explode=[0,0,0,0,0.15],#想突出谁，就把水往外explode\n",
    "          shadow=True#变成立体\n",
    "           )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unlikely-primary",
   "metadata": {},
   "source": [
    "### 嵌套饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "downtown-vaccine",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([42, 39, 38])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p1 = np.random.randint(30,50,size = 3)#外圈\n",
    "p2 = np.random.randint(10,80,size = 6)#内圈\n",
    "p1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "medium-fourth",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a273687f28>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "p1 = np.random.randint(30,50,size = 3)#外圈\n",
    "p2 = np.random.randint(10,80,size = 6)#内圈\n",
    "plt.figure(figsize=(7,7))\n",
    "\n",
    "_ = plt.pie(p1,radius=1,\n",
    "            autopct='%0.2f%%',\n",
    "            pctdistance=0.85,#将百分比的数值挪到外圈宽里面\n",
    "            labels = ['小狗','小猫','小鸟'],\n",
    "       wedgeprops={'linewidth':5,#外圈线宽\n",
    "                   'width':0.3, #整个饼图宽度\n",
    "                   'edgecolor':'white'#间隔线颜色\n",
    "                  },\n",
    "            textprops={'family':'KaiTi','fontsize':18}\n",
    "       )\n",
    "\n",
    "_ = plt.pie(p2,radius=0.7,\n",
    "            autopct='%0.2f%%',\n",
    "            pctdistance=0.55,#将百分比的数值挪到外圈宽里面\n",
    "       wedgeprops={'linewidth':5,#外圈线宽\n",
    "                   'width':0.7, #整个饼图宽度\n",
    "                   'edgecolor':'white'#间隔线颜色\n",
    "                  },\n",
    "            textprops={'family':'KaiTi','fontsize':18}\n",
    "       )\n",
    "plt.rcParams['font.family'] = 'KaiTi'  #全局设置字体\n",
    "# plt.reParams['font.size'] = 18#全局设置字体大小\n",
    "plt.legend(['小狗','小猫','小鸟'],title = '宠物类别')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "headed-checklist",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
